id	sid	tid	token	lemma	pos
alkej-620	1	1	٤٧	٤٧	NUM
alkej-620	1	2	alkhwarizmi	alkhwarizmi	NOUN
alkej-620	1	3	engineering	engineering	NOUN
alkej-620	1	4	journal	journal	PROPN
alkej-620	1	5	image	image	NOUN
alkej-620	1	6	restoration	restoration	NOUN
alkej-620	1	7	using	use	VERB
alkej-620	1	8	regularized	regularize	VERB
alkej-620	1	9	inverse	inverse	NOUN
alkej-620	1	10	filtering	filtering	NOUN
alkej-620	1	11	and	and	CCONJ
alkej-620	1	12	adaptive	adaptive	ADJ
alkej-620	1	13	threshold	threshold	NOUN
alkej-620	1	14	wavelet	wavelet	NOUN
alkej-620	1	15	denoising	denoise	VERB
alkej-620	1	16	mr	mr	PROPN
alkej-620	1	17	.	.	PROPN
alkej-620	1	18	firas	firas	PROPN
alkej-620	1	19	ali	ali	PROPN
alkej-620	1	20	mechatronics	mechatronics	PROPN
alkej-620	1	21	engineering	engineering	PROPN
alkej-620	1	22	department	department	PROPN
alkej-620	1	23	,	,	PUNCT
alkej-620	1	24	alkhwarizmi	alkhwarizmi	NOUN
alkej-620	1	25	college	college	NOUN
alkej-620	1	26	of	of	ADP
alkej-620	1	27	engineering	engineering	NOUN
alkej-620	1	28	,	,	PUNCT
alkej-620	1	29	university	university	NOUN
alkej-620	1	30	of	of	ADP
alkej-620	1	31	baghdad	baghdad	PROPN
alkej-620	1	32	(	(	PUNCT
alkej-620	1	33	received	receive	VERB
alkej-620	1	34	31	31	NUM
alkej-620	1	35	july	july	PROPN
alkej-620	1	36	2006	2006	NUM
alkej-620	1	37	;	;	PUNCT
alkej-620	1	38	accepted	accept	VERB
alkej-620	1	39	19december	19december	NUM
alkej-620	1	40	2006	2006	NUM
alkej-620	1	41	)	)	PUNCT
alkej-620	2	1	abstract	abstract	ADV
alkej-620	2	2	:	:	PUNCT
alkej-620	2	3	although	although	SCONJ
alkej-620	2	4	the	the	DET
alkej-620	2	5	wiener	wiener	NOUN
alkej-620	2	6	filtering	filtering	NOUN
alkej-620	2	7	is	be	AUX
alkej-620	2	8	the	the	DET
alkej-620	2	9	optimal	optimal	ADJ
alkej-620	2	10	tradeoff	tradeoff	NOUN
alkej-620	2	11	of	of	ADP
alkej-620	2	12	inverse	inverse	NOUN
alkej-620	2	13	filtering	filtering	NOUN
alkej-620	2	14	and	and	CCONJ
alkej-620	2	15	noise	noise	NOUN
alkej-620	2	16	smoothing	smoothing	NOUN
alkej-620	2	17	,	,	PUNCT
alkej-620	2	18	in	in	ADP
alkej-620	2	19	the	the	DET
alkej-620	2	20	case	case	NOUN
alkej-620	2	21	when	when	SCONJ
alkej-620	2	22	the	the	DET
alkej-620	2	23	blurring	blur	VERB
alkej-620	2	24	filter	filter	NOUN
alkej-620	2	25	is	be	AUX
alkej-620	2	26	singular	singular	ADJ
alkej-620	2	27	,	,	PUNCT
alkej-620	2	28	the	the	DET
alkej-620	2	29	wiener	wiener	NOUN
alkej-620	2	30	filtering	filtering	NOUN
alkej-620	2	31	actually	actually	ADV
alkej-620	2	32	amplify	amplify	VERB
alkej-620	2	33	the	the	DET
alkej-620	2	34	noise	noise	NOUN
alkej-620	2	35	.	.	PUNCT
alkej-620	3	1	this	this	PRON
alkej-620	3	2	suggests	suggest	VERB
alkej-620	3	3	that	that	SCONJ
alkej-620	3	4	a	a	DET
alkej-620	3	5	denoising	denoise	VERB
alkej-620	3	6	step	step	NOUN
alkej-620	3	7	is	be	AUX
alkej-620	3	8	needed	need	VERB
alkej-620	3	9	to	to	PART
alkej-620	3	10	remove	remove	VERB
alkej-620	3	11	the	the	DET
alkej-620	3	12	amplified	amplified	ADJ
alkej-620	3	13	noise	noise	NOUN
alkej-620	3	14	.wavelet	.wavelet	ADV
alkej-620	3	15	-	-	PUNCT
alkej-620	3	16	based	base	VERB
alkej-620	3	17	denoising	denoising	NOUN
alkej-620	3	18	scheme	scheme	NOUN
alkej-620	3	19	provides	provide	VERB
alkej-620	3	20	a	a	DET
alkej-620	3	21	natural	natural	ADJ
alkej-620	3	22	technique	technique	NOUN
alkej-620	3	23	for	for	ADP
alkej-620	3	24	this	this	DET
alkej-620	3	25	purpose	purpose	NOUN
alkej-620	3	26	.	.	PUNCT
alkej-620	4	1	in	in	ADP
alkej-620	4	2	this	this	DET
alkej-620	4	3	paper	paper	NOUN
alkej-620	4	4	a	a	DET
alkej-620	4	5	new	new	ADJ
alkej-620	4	6	image	image	NOUN
alkej-620	4	7	restoration	restoration	NOUN
alkej-620	4	8	scheme	scheme	NOUN
alkej-620	4	9	is	be	AUX
alkej-620	4	10	proposed	propose	VERB
alkej-620	4	11	,	,	PUNCT
alkej-620	4	12	the	the	DET
alkej-620	4	13	scheme	scheme	NOUN
alkej-620	4	14	contains	contain	VERB
alkej-620	4	15	two	two	NUM
alkej-620	4	16	separate	separate	ADJ
alkej-620	4	17	steps	step	NOUN
alkej-620	4	18	:	:	PUNCT
alkej-620	4	19	fourier	fourier	ADJ
alkej-620	4	20	-	-	PUNCT
alkej-620	4	21	domain	domain	NOUN
alkej-620	4	22	inverse	inverse	NOUN
alkej-620	4	23	filtering	filtering	NOUN
alkej-620	4	24	and	and	CCONJ
alkej-620	4	25	wavelet	wavelet	NOUN
alkej-620	4	26	-	-	PUNCT
alkej-620	4	27	domain	domain	NOUN
alkej-620	4	28	image	image	NOUN
alkej-620	4	29	denoising	denoising	NOUN
alkej-620	4	30	.	.	PUNCT
alkej-620	5	1	the	the	DET
alkej-620	5	2	first	first	ADJ
alkej-620	5	3	stage	stage	NOUN
alkej-620	5	4	is	be	AUX
alkej-620	5	5	wiener	wiener	NOUN
alkej-620	5	6	filtering	filtering	NOUN
alkej-620	5	7	of	of	ADP
alkej-620	5	8	the	the	DET
alkej-620	5	9	input	input	NOUN
alkej-620	5	10	image	image	NOUN
alkej-620	5	11	,	,	PUNCT
alkej-620	5	12	the	the	DET
alkej-620	5	13	filtered	filter	VERB
alkej-620	5	14	image	image	NOUN
alkej-620	5	15	is	be	AUX
alkej-620	5	16	inputted	inputte	VERB
alkej-620	5	17	to	to	ADP
alkej-620	5	18	adaptive	adaptive	ADJ
alkej-620	5	19	threshold	threshold	NOUN
alkej-620	5	20	wavelet	wavelet	NOUN
alkej-620	5	21	denoising	denoising	NOUN
alkej-620	5	22	stage	stage	NOUN
alkej-620	5	23	.	.	PUNCT
alkej-620	6	1	the	the	DET
alkej-620	6	2	choice	choice	NOUN
alkej-620	6	3	of	of	ADP
alkej-620	6	4	the	the	DET
alkej-620	6	5	threshold	threshold	NOUN
alkej-620	6	6	estimation	estimation	NOUN
alkej-620	6	7	is	be	AUX
alkej-620	6	8	carried	carry	VERB
alkej-620	6	9	out	out	ADP
alkej-620	6	10	by	by	ADP
alkej-620	6	11	analyzing	analyze	VERB
alkej-620	6	12	the	the	DET
alkej-620	6	13	statistical	statistical	ADJ
alkej-620	6	14	parameters	parameter	NOUN
alkej-620	6	15	of	of	ADP
alkej-620	6	16	the	the	DET
alkej-620	6	17	wavelet	wavelet	NOUN
alkej-620	6	18	sub	sub	NOUN
alkej-620	6	19	band	band	NOUN
alkej-620	6	20	coefficients	coefficient	NOUN
alkej-620	6	21	like	like	ADP
alkej-620	6	22	standard	standard	ADJ
alkej-620	6	23	deviation	deviation	NOUN
alkej-620	6	24	,	,	PUNCT
alkej-620	6	25	arithmetic	arithmetic	ADJ
alkej-620	6	26	mean	mean	NOUN
alkej-620	6	27	and	and	CCONJ
alkej-620	6	28	geometrical	geometrical	ADJ
alkej-620	6	29	mean	mean	NOUN
alkej-620	6	30	.	.	PUNCT
alkej-620	7	1	the	the	DET
alkej-620	7	2	noisy	noisy	ADJ
alkej-620	7	3	image	image	NOUN
alkej-620	7	4	is	be	AUX
alkej-620	7	5	first	first	ADV
alkej-620	7	6	decomposed	decompose	VERB
alkej-620	7	7	into	into	ADP
alkej-620	7	8	many	many	ADJ
alkej-620	7	9	levels	level	NOUN
alkej-620	7	10	to	to	PART
alkej-620	7	11	obtain	obtain	VERB
alkej-620	7	12	different	different	ADJ
alkej-620	7	13	frequency	frequency	NOUN
alkej-620	7	14	bands	band	NOUN
alkej-620	7	15	.	.	PUNCT
alkej-620	8	1	then	then	ADV
alkej-620	8	2	soft	soft	ADJ
alkej-620	8	3	thresholding	thresholding	NOUN
alkej-620	8	4	method	method	NOUN
alkej-620	8	5	is	be	AUX
alkej-620	8	6	used	use	VERB
alkej-620	8	7	to	to	PART
alkej-620	8	8	remove	remove	VERB
alkej-620	8	9	the	the	DET
alkej-620	8	10	noisy	noisy	ADJ
alkej-620	8	11	coefficients	coefficient	NOUN
alkej-620	8	12	,	,	PUNCT
alkej-620	8	13	by	by	ADP
alkej-620	8	14	fixing	fix	VERB
alkej-620	8	15	the	the	DET
alkej-620	8	16	optimum	optimum	ADJ
alkej-620	8	17	thresholding	thresholding	NOUN
alkej-620	8	18	value	value	NOUN
alkej-620	8	19	by	by	ADP
alkej-620	8	20	this	this	DET
alkej-620	8	21	method	method	NOUN
alkej-620	8	22	.	.	PUNCT
alkej-620	9	1	experimental	experimental	ADJ
alkej-620	9	2	results	result	NOUN
alkej-620	9	3	on	on	ADP
alkej-620	9	4	test	test	NOUN
alkej-620	9	5	image	image	NOUN
alkej-620	9	6	by	by	ADP
alkej-620	9	7	using	use	VERB
alkej-620	9	8	this	this	DET
alkej-620	9	9	method	method	NOUN
alkej-620	9	10	show	show	VERB
alkej-620	9	11	that	that	SCONJ
alkej-620	9	12	this	this	DET
alkej-620	9	13	method	method	NOUN
alkej-620	9	14	yields	yield	VERB
alkej-620	9	15	significantly	significantly	ADV
alkej-620	9	16	superior	superior	ADJ
alkej-620	9	17	image	image	NOUN
alkej-620	9	18	quality	quality	NOUN
alkej-620	9	19	and	and	CCONJ
alkej-620	9	20	better	well	ADJ
alkej-620	9	21	peak	peak	NOUN
alkej-620	9	22	signal	signal	NOUN
alkej-620	9	23	to	to	PART
alkej-620	9	24	noise	noise	VERB
alkej-620	9	25	ratio	ratio	NOUN
alkej-620	9	26	(	(	PUNCT
alkej-620	9	27	psnr	psnr	NOUN
alkej-620	9	28	)	)	PUNCT
alkej-620	9	29	.	.	PUNCT
alkej-620	10	1	here	here	ADV
alkej-620	10	2	,	,	PUNCT
alkej-620	10	3	to	to	PART
alkej-620	10	4	prove	prove	VERB
alkej-620	10	5	the	the	DET
alkej-620	10	6	efficiency	efficiency	NOUN
alkej-620	10	7	of	of	ADP
alkej-620	10	8	this	this	DET
alkej-620	10	9	method	method	NOUN
alkej-620	10	10	in	in	ADP
alkej-620	10	11	image	image	NOUN
alkej-620	10	12	restoration	restoration	NOUN
alkej-620	10	13	,	,	PUNCT
alkej-620	10	14	we	we	PRON
alkej-620	10	15	have	have	AUX
alkej-620	10	16	compared	compare	VERB
alkej-620	10	17	this	this	PRON
alkej-620	10	18	with	with	ADP
alkej-620	10	19	various	various	ADJ
alkej-620	10	20	restoration	restoration	NOUN
alkej-620	10	21	methods	method	NOUN
alkej-620	10	22	like	like	ADP
alkej-620	10	23	wiener	wiener	NOUN
alkej-620	10	24	filter	filter	NOUN
alkej-620	10	25	alone	alone	ADJ
alkej-620	10	26	and	and	CCONJ
alkej-620	10	27	inverse	inverse	ADJ
alkej-620	10	28	filter	filter	NOUN
alkej-620	10	29	.	.	PUNCT
alkej-620	11	1	key	key	ADJ
alkej-620	11	2	words	word	NOUN
alkej-620	11	3	:	:	PUNCT
alkej-620	11	4	image	image	NOUN
alkej-620	11	5	restoration	restoration	NOUN
alkej-620	11	6	,	,	PUNCT
alkej-620	11	7	generalized	generalized	ADJ
alkej-620	11	8	inverse	inverse	NOUN
alkej-620	11	9	filter	filter	NOUN
alkej-620	11	10	,	,	PUNCT
alkej-620	11	11	generalized	generalized	ADJ
alkej-620	11	12	wiener	wiener	NOUN
alkej-620	11	13	filter	filter	NOUN
alkej-620	11	14	,	,	PUNCT
alkej-620	11	15	wavelet	wavelet	NOUN
alkej-620	11	16	transform	transform	NOUN
alkej-620	11	17	,	,	PUNCT
alkej-620	11	18	denoising	denoise	VERB
alkej-620	11	19	using	use	VERB
alkej-620	11	20	discrete	discrete	ADJ
alkej-620	11	21	wavelet	wavelet	NOUN
alkej-620	11	22	transform	transform	NOUN
alkej-620	11	23	,	,	PUNCT
alkej-620	11	24	adaptive	adaptive	ADJ
alkej-620	11	25	threshold	threshold	NOUN
alkej-620	11	26	wavelet	wavelet	NOUN
alkej-620	11	27	transform	transform	NOUN
alkej-620	11	28	,	,	PUNCT
alkej-620	11	29	gaussian	gaussian	ADJ
alkej-620	11	30	noise	noise	NOUN
alkej-620	11	31	.	.	PUNCT
alkej-620	12	1	1	1	X
alkej-620	12	2	.	.	X
alkej-620	12	3	introduction	introduction	NOUN
alkej-620	12	4	image	image	NOUN
alkej-620	12	5	restoration	restoration	NOUN
alkej-620	12	6	are	be	AUX
alkej-620	12	7	used	use	VERB
alkej-620	12	8	to	to	PART
alkej-620	12	9	improve	improve	VERB
alkej-620	12	10	the	the	DET
alkej-620	12	11	appearance	appearance	NOUN
alkej-620	12	12	of	of	ADP
alkej-620	12	13	an	an	DET
alkej-620	12	14	image	image	NOUN
alkej-620	12	15	by	by	ADP
alkej-620	12	16	application	application	NOUN
alkej-620	12	17	of	of	ADP
alkej-620	12	18	a	a	DET
alkej-620	12	19	restoration	restoration	NOUN
alkej-620	12	20	process	process	NOUN
alkej-620	12	21	that	that	PRON
alkej-620	12	22	uses	use	VERB
alkej-620	12	23	a	a	DET
alkej-620	12	24	mathematical	mathematical	ADJ
alkej-620	12	25	model	model	NOUN
alkej-620	12	26	to	to	PART
alkej-620	12	27	remove	remove	VERB
alkej-620	12	28	image	image	NOUN
alkej-620	12	29	degradation	degradation	NOUN
alkej-620	12	30	.	.	PUNCT
alkej-620	13	1	examples	example	NOUN
alkej-620	13	2	of	of	ADP
alkej-620	13	3	the	the	DET
alkej-620	13	4	types	type	NOUN
alkej-620	13	5	of	of	ADP
alkej-620	13	6	degradation	degradation	NOUN
alkej-620	13	7	include	include	VERB
alkej-620	13	8	blurring	blurring	NOUN
alkej-620	13	9	caused	cause	VERB
alkej-620	13	10	by	by	ADP
alkej-620	13	11	motion	motion	NOUN
alkej-620	13	12	of	of	ADP
alkej-620	13	13	atmospheric	atmospheric	ADJ
alkej-620	13	14	disturbance	disturbance	NOUN
alkej-620	13	15	,	,	PUNCT
alkej-620	13	16	geometric	geometric	ADJ
alkej-620	13	17	distortion	distortion	NOUN
alkej-620	13	18	alkhwarizmi	alkhwarizmi	NOUN
alkej-620	13	19	engineering	engineering	NOUN
alkej-620	13	20	journal	journal	PROPN
alkej-620	13	21	,	,	PUNCT
alkej-620	13	22	vol.3	vol.3	PROPN
alkej-620	13	23	,	,	PUNCT
alkej-620	13	24	no.1	no.1	NUM
alkej-620	13	25	,	,	PUNCT
alkej-620	13	26	pp	pp	ADV
alkej-620	13	27	48	48	NUM
alkej-620	13	28	-	-	SYM
alkej-620	13	29	62	62	NUM
alkej-620	13	30	(	(	PUNCT
alkej-620	13	31	2007	2007	NUM
alkej-620	13	32	)	)	PUNCT
alkej-620	13	33	this	this	DET
alkej-620	13	34	page	page	NOUN
alkej-620	13	35	was	be	AUX
alkej-620	13	36	created	create	VERB
alkej-620	13	37	using	use	VERB
alkej-620	13	38	nitro	nitro	NOUN
alkej-620	13	39	pdf	pdf	NOUN
alkej-620	13	40	trial	trial	NOUN
alkej-620	13	41	software	software	NOUN
alkej-620	13	42	.	.	PUNCT
alkej-620	14	1	to	to	PART
alkej-620	14	2	purchase	purchase	VERB
alkej-620	14	3	,	,	PUNCT
alkej-620	14	4	go	go	VERB
alkej-620	14	5	to	to	ADP
alkej-620	14	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	14	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	14	8	mr	mr	PROPN
alkej-620	14	9	.	.	PROPN
alkej-620	14	10	firas	firas	PROPN
alkej-620	14	11	ali/	ali/	PROPN
alkej-620	14	12	al	al	PROPN
alkej-620	14	13	-	-	PUNCT
alkej-620	14	14	khwarizmi	khwarizmi	PROPN
alkej-620	14	15	engineering	engineering	NOUN
alkej-620	14	16	journal	journal	PROPN
alkej-620	14	17	,	,	PUNCT
alkej-620	14	18	vol.3	vol.3	PROPN
alkej-620	14	19	,	,	PUNCT
alkej-620	14	20	no	no	INTJ
alkej-620	14	21	.	.	NOUN
alkej-620	14	22	1	1	NUM
alkej-620	14	23	,	,	PUNCT
alkej-620	14	24	pp	pp	ADV
alkej-620	14	25	48	48	NUM
alkej-620	14	26	-	-	SYM
alkej-620	14	27	62	62	NUM
alkej-620	14	28	(	(	PUNCT
alkej-620	14	29	2007	2007	NUM
alkej-620	14	30	)	)	PUNCT
alkej-620	14	31	٤٨	٤٨	NUM
alkej-620	14	32	caused	cause	VERB
alkej-620	14	33	by	by	ADP
alkej-620	14	34	imperfect	imperfect	ADJ
alkej-620	14	35	lenses	lense	NOUN
alkej-620	14	36	,	,	PUNCT
alkej-620	14	37	superimposed	superimpose	VERB
alkej-620	14	38	interference	interference	NOUN
alkej-620	14	39	patterns	pattern	NOUN
alkej-620	14	40	caused	cause	VERB
alkej-620	14	41	by	by	ADP
alkej-620	14	42	mechanical	mechanical	ADJ
alkej-620	14	43	systems	system	NOUN
alkej-620	14	44	,	,	PUNCT
alkej-620	14	45	noise	noise	NOUN
alkej-620	14	46	from	from	ADP
alkej-620	14	47	electronic	electronic	ADJ
alkej-620	14	48	sources	source	NOUN
alkej-620	14	49	,	,	PUNCT
alkej-620	14	50	for	for	ADP
alkej-620	14	51	example	example	NOUN
alkej-620	14	52	in	in	ADP
alkej-620	14	53	the	the	DET
alkej-620	14	54	case	case	NOUN
alkej-620	14	55	of	of	ADP
alkej-620	14	56	acquiring	acquire	VERB
alkej-620	14	57	images	image	NOUN
alkej-620	14	58	with	with	ADP
alkej-620	14	59	a	a	DET
alkej-620	14	60	ccd	ccd	NOUN
alkej-620	14	61	(	(	PUNCT
alkej-620	14	62	charge	charge	NOUN
alkej-620	14	63	coupling	couple	VERB
alkej-620	14	64	device	device	NOUN
alkej-620	14	65	)	)	PUNCT
alkej-620	14	66	camera	camera	NOUN
alkej-620	14	67	,	,	PUNCT
alkej-620	14	68	light	light	ADJ
alkej-620	14	69	levels	level	NOUN
alkej-620	14	70	and	and	CCONJ
alkej-620	14	71	sensor	sensor	NOUN
alkej-620	14	72	temperature	temperature	NOUN
alkej-620	14	73	are	be	AUX
alkej-620	14	74	major	major	ADJ
alkej-620	14	75	factors	factor	NOUN
alkej-620	14	76	affecting	affect	VERB
alkej-620	14	77	the	the	DET
alkej-620	14	78	amount	amount	NOUN
alkej-620	14	79	of	of	ADP
alkej-620	14	80	noise	noise	NOUN
alkej-620	14	81	in	in	ADP
alkej-620	14	82	the	the	DET
alkej-620	14	83	resulting	result	VERB
alkej-620	14	84	image	image	NOUN
alkej-620	15	1	[	[	X
alkej-620	15	2	1],[2	1],[2	NOUN
alkej-620	15	3	]	]	PUNCT
alkej-620	15	4	.	.	PUNCT
alkej-620	16	1	the	the	DET
alkej-620	16	2	degradation	degradation	NOUN
alkej-620	16	3	process	process	NOUN
alkej-620	16	4	model	model	NOUN
alkej-620	16	5	consists	consist	VERB
alkej-620	16	6	of	of	ADP
alkej-620	16	7	two	two	NUM
alkej-620	16	8	parts	part	NOUN
alkej-620	16	9	,	,	PUNCT
alkej-620	16	10	the	the	DET
alkej-620	16	11	degradation	degradation	NOUN
alkej-620	16	12	function	function	NOUN
alkej-620	16	13	and	and	CCONJ
alkej-620	16	14	the	the	DET
alkej-620	16	15	noise	noise	NOUN
alkej-620	16	16	function	function	NOUN
alkej-620	16	17	.	.	PUNCT
alkej-620	17	1	the	the	DET
alkej-620	17	2	general	general	ADJ
alkej-620	17	3	model	model	NOUN
alkej-620	17	4	in	in	ADP
alkej-620	17	5	the	the	DET
alkej-620	17	6	spatial	spatial	ADJ
alkej-620	17	7	domain	domain	NOUN
alkej-620	17	8	follows	follow	VERB
alkej-620	17	9	:	:	PUNCT
alkej-620	17	10	where	where	SCONJ
alkej-620	17	11	the	the	PRON
alkej-620	17	12	*	*	NOUN
alkej-620	17	13	*	*	PROPN
alkej-620	17	14	denotes	denote	VERB
alkej-620	17	15	two	two	NUM
alkej-620	17	16	dimensional	dimensional	ADJ
alkej-620	17	17	convolution	convolution	NOUN
alkej-620	17	18	process	process	NOUN
alkej-620	17	19	d(x	d(x	PROPN
alkej-620	17	20	,	,	PUNCT
alkej-620	17	21	y	y	NOUN
alkej-620	17	22	)	)	PUNCT
alkej-620	17	23	=	=	VERB
alkej-620	18	1	degraded	degraded	ADJ
alkej-620	18	2	image	image	NOUN
alkej-620	18	3	h(x	h(x	PROPN
alkej-620	18	4	,	,	PUNCT
alkej-620	18	5	y	y	PROPN
alkej-620	18	6	)	)	PUNCT
alkej-620	18	7	=	=	SYM
alkej-620	18	8	degradation	degradation	NOUN
alkej-620	18	9	function	function	VERB
alkej-620	18	10	f(x	f(x	PROPN
alkej-620	18	11	,	,	PUNCT
alkej-620	18	12	y	y	NOUN
alkej-620	18	13	)	)	PUNCT
alkej-620	18	14	=	=	SYM
alkej-620	18	15	original	original	ADJ
alkej-620	18	16	image	image	NOUN
alkej-620	18	17	n(x	n(x	PROPN
alkej-620	18	18	,	,	PUNCT
alkej-620	18	19	y	y	NOUN
alkej-620	18	20	)	)	PUNCT
alkej-620	19	1	=	=	NOUN
alkej-620	19	2	additive	additive	ADJ
alkej-620	19	3	noise	noise	NOUN
alkej-620	19	4	function	function	NOUN
alkej-620	19	5	because	because	SCONJ
alkej-620	19	6	convolution	convolution	NOUN
alkej-620	19	7	in	in	ADP
alkej-620	19	8	the	the	DET
alkej-620	19	9	spatial	spatial	ADJ
alkej-620	19	10	domain	domain	NOUN
alkej-620	19	11	is	be	AUX
alkej-620	19	12	equivalent	equivalent	ADJ
alkej-620	19	13	to	to	ADP
alkej-620	19	14	multiplication	multiplication	VERB
alkej-620	19	15	in	in	ADP
alkej-620	19	16	the	the	DET
alkej-620	19	17	frequency	frequency	NOUN
alkej-620	19	18	domain	domain	NOUN
alkej-620	19	19	,	,	PUNCT
alkej-620	19	20	the	the	DET
alkej-620	19	21	frequency	frequency	NOUN
alkej-620	19	22	domain	domain	NOUN
alkej-620	19	23	model	model	NOUN
alkej-620	19	24	is	be	AUX
alkej-620	20	1	where	where	SCONJ
alkej-620	20	2	d(u	d(u	PROPN
alkej-620	20	3	,	,	PUNCT
alkej-620	20	4	v	v	NOUN
alkej-620	20	5	)	)	PUNCT
alkej-620	20	6	=	=	SYM
alkej-620	20	7	fourier	fourier	NOUN
alkej-620	20	8	transform	transform	NOUN
alkej-620	20	9	of	of	ADP
alkej-620	20	10	the	the	DET
alkej-620	20	11	degraded	degraded	ADJ
alkej-620	20	12	image	image	NOUN
alkej-620	20	13	h(u	h(u	PROPN
alkej-620	20	14	,	,	PUNCT
alkej-620	20	15	v	v	NOUN
alkej-620	20	16	)	)	PUNCT
alkej-620	20	17	=	=	SYM
alkej-620	20	18	fourier	fourier	NOUN
alkej-620	20	19	transform	transform	NOUN
alkej-620	20	20	of	of	ADP
alkej-620	20	21	the	the	DET
alkej-620	20	22	degradation	degradation	NOUN
alkej-620	20	23	function	function	NOUN
alkej-620	20	24	f(u	f(u	PROPN
alkej-620	20	25	,	,	PUNCT
alkej-620	20	26	v	v	NOUN
alkej-620	20	27	)	)	PUNCT
alkej-620	20	28	=	=	SYM
alkej-620	20	29	fourier	fourier	NOUN
alkej-620	20	30	transform	transform	NOUN
alkej-620	20	31	of	of	ADP
alkej-620	20	32	the	the	DET
alkej-620	20	33	original	original	ADJ
alkej-620	20	34	image	image	NOUN
alkej-620	20	35	n(u	n(u	PROPN
alkej-620	20	36	,	,	PUNCT
alkej-620	20	37	v	v	NOUN
alkej-620	20	38	)	)	PUNCT
alkej-620	20	39	=	=	SYM
alkej-620	20	40	fourier	fourier	NOUN
alkej-620	20	41	transform	transform	NOUN
alkej-620	20	42	of	of	ADP
alkej-620	20	43	the	the	DET
alkej-620	20	44	additive	additive	ADJ
alkej-620	20	45	noise	noise	NOUN
alkej-620	20	46	function	function	NOUN
alkej-620	20	47	in	in	ADP
alkej-620	20	48	this	this	DET
alkej-620	20	49	model	model	NOUN
alkej-620	20	50	,	,	PUNCT
alkej-620	20	51	the	the	DET
alkej-620	20	52	true	true	ADJ
alkej-620	20	53	image	image	NOUN
alkej-620	20	54	and	and	CCONJ
alkej-620	20	55	noise	noise	NOUN
alkej-620	20	56	are	be	AUX
alkej-620	20	57	coupled	couple	VERB
alkej-620	20	58	linearly	linearly	ADV
alkej-620	20	59	,	,	PUNCT
alkej-620	20	60	therefore	therefore	ADV
alkej-620	20	61	,	,	PUNCT
alkej-620	20	62	the	the	DET
alkej-620	20	63	problem	problem	NOUN
alkej-620	20	64	of	of	ADP
alkej-620	20	65	recovering	recover	VERB
alkej-620	20	66	image	image	NOUN
alkej-620	20	67	from	from	ADP
alkej-620	20	68	degraded	degraded	ADJ
alkej-620	20	69	one	one	NUM
alkej-620	20	70	is	be	AUX
alkej-620	20	71	referred	refer	VERB
alkej-620	20	72	to	to	ADP
alkej-620	20	73	as	as	ADP
alkej-620	20	74	the	the	DET
alkej-620	20	75	linear	linear	ADJ
alkej-620	20	76	image	image	NOUN
alkej-620	20	77	restoration	restoration	NOUN
alkej-620	20	78	problem	problem	NOUN
alkej-620	20	79	.	.	PUNCT
alkej-620	21	1	number	number	NOUN
alkej-620	21	2	of	of	ADP
alkej-620	21	3	techniques	technique	NOUN
alkej-620	21	4	[	[	X
alkej-620	21	5	l	l	X
alkej-620	21	6	]	]	X
alkej-620	21	7	,	,	PUNCT
alkej-620	21	8	[	[	X
alkej-620	21	9	2	2	X
alkej-620	21	10	]	]	PUNCT
alkej-620	21	11	have	have	AUX
alkej-620	21	12	been	be	AUX
alkej-620	21	13	proposed	propose	VERB
alkej-620	21	14	in	in	ADP
alkej-620	21	15	the	the	DET
alkej-620	21	16	literature	literature	NOUN
alkej-620	21	17	to	to	PART
alkej-620	21	18	restore	restore	VERB
alkej-620	21	19	an	an	DET
alkej-620	21	20	image	image	NOUN
alkej-620	21	21	from	from	ADP
alkej-620	21	22	degradations	degradation	NOUN
alkej-620	21	23	due	due	ADJ
alkej-620	21	24	to	to	ADP
alkej-620	21	25	blurring	blur	VERB
alkej-620	21	26	and	and	CCONJ
alkej-620	21	27	additive	additive	ADJ
alkej-620	21	28	noise	noise	NOUN
alkej-620	21	29	.	.	PUNCT
alkej-620	22	1	inverse	inverse	NOUN
alkej-620	22	2	filtering	filtering	NOUN
alkej-620	22	3	,	,	PUNCT
alkej-620	22	4	wiener	wiener	NOUN
alkej-620	22	5	filtering	filtering	NOUN
alkej-620	22	6	,	,	PUNCT
alkej-620	22	7	parametric	parametric	ADJ
alkej-620	22	8	wiener	wiener	NOUN
alkej-620	22	9	filtering	filtering	NOUN
alkej-620	22	10	,	,	PUNCT
alkej-620	22	11	power	power	NOUN
alkej-620	22	12	spectrum	spectrum	NOUN
alkej-620	22	13	filtering	filtering	NOUN
alkej-620	22	14	,	,	PUNCT
alkej-620	22	15	and	and	CCONJ
alkej-620	22	16	geometrical	geometrical	ADJ
alkej-620	22	17	mean	mean	NOUN
alkej-620	22	18	filtering	filtering	NOUN
alkej-620	22	19	are	be	AUX
alkej-620	22	20	some	some	PRON
alkej-620	22	21	of	of	ADP
alkej-620	22	22	the	the	DET
alkej-620	22	23	examples	example	NOUN
alkej-620	22	24	.	.	PUNCT
alkej-620	23	1	the	the	DET
alkej-620	23	2	inverse	inverse	NOUN
alkej-620	23	3	filtering	filtering	NOUN
alkej-620	23	4	is	be	AUX
alkej-620	23	5	a	a	DET
alkej-620	23	6	restoration	restoration	NOUN
alkej-620	23	7	technique	technique	NOUN
alkej-620	23	8	for	for	ADP
alkej-620	23	9	deconvolution	deconvolution	NOUN
alkej-620	23	10	,	,	PUNCT
alkej-620	23	11	i.e.	i.e.	X
alkej-620	23	12	,	,	PUNCT
alkej-620	23	13	when	when	SCONJ
alkej-620	23	14	the	the	DET
alkej-620	23	15	image	image	NOUN
alkej-620	23	16	is	be	AUX
alkej-620	23	17	blurred	blur	VERB
alkej-620	23	18	by	by	ADP
alkej-620	23	19	a	a	DET
alkej-620	23	20	known	know	VERB
alkej-620	23	21	lowpass	lowpass	NOUN
alkej-620	23	22	filter	filter	NOUN
alkej-620	23	23	,	,	PUNCT
alkej-620	23	24	it	it	PRON
alkej-620	23	25	is	be	AUX
alkej-620	23	26	possible	possible	ADJ
alkej-620	23	27	to	to	PART
alkej-620	23	28	recover	recover	VERB
alkej-620	23	29	the	the	DET
alkej-620	23	30	image	image	NOUN
alkej-620	23	31	by	by	ADP
alkej-620	23	32	inverse	inverse	NOUN
alkej-620	23	33	filtering	filtering	NOUN
alkej-620	23	34	or	or	CCONJ
alkej-620	23	35	generalized	generalized	ADJ
alkej-620	23	36	inverse	inverse	NOUN
alkej-620	23	37	filtering	filtering	NOUN
alkej-620	23	38	.	.	PUNCT
alkej-620	24	1	however	however	ADV
alkej-620	24	2	,	,	PUNCT
alkej-620	24	3	inverse	inverse	ADJ
alkej-620	24	4	filtering	filtering	NOUN
alkej-620	24	5	is	be	AUX
alkej-620	24	6	very	very	ADV
alkej-620	24	7	sensitive	sensitive	ADJ
alkej-620	24	8	to	to	ADP
alkej-620	24	9	additive	additive	ADJ
alkej-620	24	10	noise	noise	NOUN
alkej-620	24	11	.	.	PUNCT
alkej-620	25	1	the	the	DET
alkej-620	25	2	wiener	wiener	NOUN
alkej-620	25	3	filtering	filtering	NOUN
alkej-620	25	4	executes	execute	VERB
alkej-620	25	5	an	an	DET
alkej-620	25	6	optimal	optimal	ADJ
alkej-620	25	7	tradeoff	tradeoff	NOUN
alkej-620	25	8	between	between	ADP
alkej-620	25	9	inverse	inverse	NOUN
alkej-620	25	10	filtering	filtering	NOUN
alkej-620	25	11	and	and	CCONJ
alkej-620	25	12	noise	noise	NOUN
alkej-620	25	13	smoothing	smoothing	NOUN
alkej-620	25	14	.	.	PUNCT
alkej-620	26	1	it	it	PRON
alkej-620	26	2	removes	remove	VERB
alkej-620	26	3	the	the	DET
alkej-620	26	4	additive	additive	ADJ
alkej-620	26	5	noise	noise	NOUN
alkej-620	26	6	and	and	CCONJ
alkej-620	26	7	inverts	invert	VERB
alkej-620	26	8	the	the	DET
alkej-620	26	9	blurring	blurring	NOUN
alkej-620	26	10	simultaneously	simultaneously	ADV
alkej-620	26	11	.	.	PUNCT
alkej-620	27	1	so	so	ADV
alkej-620	27	2	the	the	DET
alkej-620	27	3	wiener	wiener	NOUN
alkej-620	27	4	filtering	filtering	NOUN
alkej-620	27	5	is	be	AUX
alkej-620	27	6	optimal	optimal	ADJ
alkej-620	27	7	in	in	ADP
alkej-620	27	8	terms	term	NOUN
alkej-620	27	9	of	of	ADP
alkej-620	27	10	the	the	DET
alkej-620	27	11	mean	mean	ADJ
alkej-620	27	12	square	square	ADJ
alkej-620	27	13	error	error	NOUN
alkej-620	27	14	because	because	SCONJ
alkej-620	27	15	it	it	PRON
alkej-620	27	16	minimizes	minimize	VERB
alkej-620	27	17	the	the	DET
alkej-620	27	18	overall	overall	ADJ
alkej-620	27	19	mean	mean	ADJ
alkej-620	27	20	square	square	ADJ
alkej-620	27	21	error	error	NOUN
alkej-620	27	22	in	in	ADP
alkej-620	27	23	the	the	DET
alkej-620	27	24	process	process	NOUN
alkej-620	27	25	of	of	ADP
alkej-620	27	26	inverse	inverse	NOUN
alkej-620	27	27	filtering	filtering	NOUN
alkej-620	27	28	and	and	CCONJ
alkej-620	27	29	noise	noise	NOUN
alkej-620	27	30	smoothing	smoothing	NOUN
alkej-620	27	31	.	.	PUNCT
alkej-620	28	1	although	although	SCONJ
alkej-620	28	2	the	the	DET
alkej-620	28	3	wiener	wiener	NOUN
alkej-620	28	4	filtering	filtering	NOUN
alkej-620	28	5	is	be	AUX
alkej-620	28	6	the	the	DET
alkej-620	28	7	optimal	optimal	ADJ
alkej-620	28	8	tradeoff	tradeoff	NOUN
alkej-620	28	9	of	of	ADP
alkej-620	28	10	inverse	inverse	NOUN
alkej-620	28	11	filtering	filtering	NOUN
alkej-620	28	12	and	and	CCONJ
alkej-620	28	13	noise	noise	NOUN
alkej-620	28	14	smoothing	smoothing	NOUN
alkej-620	28	15	,	,	PUNCT
alkej-620	28	16	in	in	ADP
alkej-620	28	17	the	the	DET
alkej-620	28	18	case	case	NOUN
alkej-620	28	19	when	when	SCONJ
alkej-620	28	20	the	the	DET
alkej-620	28	21	blurring	blur	VERB
alkej-620	28	22	filter	filter	NOUN
alkej-620	28	23	is	be	AUX
alkej-620	28	24	singular	singular	ADJ
alkej-620	28	25	,	,	PUNCT
alkej-620	28	26	the	the	DET
alkej-620	28	27	wiener	wiener	NOUN
alkej-620	28	28	filtering	filtering	NOUN
alkej-620	28	29	actually	actually	ADV
alkej-620	28	30	amplify	amplify	VERB
alkej-620	28	31	the	the	DET
alkej-620	28	32	noise	noise	NOUN
alkej-620	28	33	.	.	PUNCT
alkej-620	29	1	this	this	PRON
alkej-620	29	2	suggests	suggest	VERB
alkej-620	29	3	that	that	SCONJ
alkej-620	29	4	a	a	DET
alkej-620	29	5	denoising	denoise	VERB
alkej-620	29	6	step	step	NOUN
alkej-620	29	7	is	be	AUX
alkej-620	29	8	needed	need	VERB
alkej-620	29	9	to	to	PART
alkej-620	29	10	remove	remove	VERB
alkej-620	29	11	the	the	DET
alkej-620	29	12	amplified	amplify	VERB
alkej-620	29	13	noise	noise	NOUN
alkej-620	29	14	.	.	PUNCT
alkej-620	30	1	image	image	NOUN
alkej-620	30	2	denoising	denoise	VERB
alkej-620	30	3	techniques	technique	NOUN
alkej-620	30	4	are	be	AUX
alkej-620	30	5	necessary	necessary	ADJ
alkej-620	30	6	to	to	PART
alkej-620	30	7	remove	remove	VERB
alkej-620	30	8	the	the	DET
alkej-620	30	9	random	random	ADJ
alkej-620	30	10	additive	additive	ADJ
alkej-620	30	11	noises	noise	NOUN
alkej-620	30	12	while	while	SCONJ
alkej-620	30	13	retaining	retain	VERB
alkej-620	30	14	as	as	ADV
alkej-620	30	15	much	much	ADJ
alkej-620	30	16	as	as	ADP
alkej-620	30	17	possible	possible	ADJ
alkej-620	30	18	the	the	DET
alkej-620	30	19	important	important	ADJ
alkej-620	30	20	signal	signal	NOUN
alkej-620	30	21	features	feature	NOUN
alkej-620	30	22	.	.	PUNCT
alkej-620	31	1	statistical	statistical	ADJ
alkej-620	31	2	filters	filter	NOUN
alkej-620	31	3	like	like	ADP
alkej-620	31	4	average	average	ADJ
alkej-620	31	5	filter	filter	NOUN
alkej-620	31	6	[	[	X
alkej-620	31	7	1	1	X
alkej-620	31	8	]	]	X
alkej-620	31	9	[	[	X
alkej-620	31	10	2	2	NUM
alkej-620	31	11	]	]	PUNCT
alkej-620	31	12	,	,	PUNCT
alkej-620	31	13	can	can	AUX
alkej-620	31	14	be	be	AUX
alkej-620	31	15	used	use	VERB
alkej-620	31	16	for	for	ADP
alkej-620	31	17	removing	remove	VERB
alkej-620	31	18	such	such	ADJ
alkej-620	31	19	noises	noise	NOUN
alkej-620	31	20	but	but	CCONJ
alkej-620	31	21	the	the	DET
alkej-620	31	22	wavelet	wavelet	NOUN
alkej-620	31	23	based	base	VERB
alkej-620	31	24	denoising	denoising	NOUN
alkej-620	31	25	techniques	technique	NOUN
alkej-620	31	26	proved	prove	VERB
alkej-620	31	27	better	well	ADJ
alkej-620	31	28	results	result	NOUN
alkej-620	31	29	than	than	ADP
alkej-620	31	30	these	these	DET
alkej-620	31	31	filters[3	filters[3	PROPN
alkej-620	31	32	]	]	PUNCT
alkej-620	31	33	,	,	PUNCT
alkej-620	31	34	[	[	X
alkej-620	31	35	6	6	NUM
alkej-620	31	36	]	]	PUNCT
alkej-620	31	37	and	and	CCONJ
alkej-620	31	38	[	[	X
alkej-620	31	39	7	7	NUM
alkej-620	31	40	]	]	PUNCT
alkej-620	31	41	.	.	PUNCT
alkej-620	32	1	in	in	ADP
alkej-620	32	2	general	general	ADJ
alkej-620	32	3	,	,	PUNCT
alkej-620	32	4	image	image	NOUN
alkej-620	32	5	de	de	NOUN
alkej-620	32	6	-	-	ADJ
alkej-620	32	7	noising	noising	NOUN
alkej-620	32	8	imposes	impose	VERB
alkej-620	32	9	a	a	DET
alkej-620	32	10	compromise	compromise	NOUN
alkej-620	32	11	between	between	ADP
alkej-620	32	12	noise	noise	NOUN
alkej-620	32	13	reduction	reduction	NOUN
alkej-620	32	14	and	and	CCONJ
alkej-620	32	15	preserving	preserve	VERB
alkej-620	32	16	significant	significant	ADJ
alkej-620	32	17	image	image	NOUN
alkej-620	32	18	details	detail	NOUN
alkej-620	32	19	.	.	PUNCT
alkej-620	33	1	to	to	PART
alkej-620	33	2	achieve	achieve	VERB
alkej-620	33	3	a	a	DET
alkej-620	33	4	good	good	ADJ
alkej-620	33	5	performance	performance	NOUN
alkej-620	33	6	in	in	ADP
alkej-620	33	7	this	this	DET
alkej-620	33	8	respect	respect	NOUN
alkej-620	33	9	,	,	PUNCT
alkej-620	33	10	a	a	DET
alkej-620	33	11	denoising	denoise	VERB
alkej-620	33	12	algorithm	algorithm	NOUN
alkej-620	33	13	has	have	VERB
alkej-620	33	14	to	to	PART
alkej-620	33	15	adapt	adapt	VERB
alkej-620	33	16	to	to	ADP
alkej-620	33	17	image	image	NOUN
alkej-620	33	18	discontinuities	discontinuity	NOUN
alkej-620	33	19	.	.	PUNCT
alkej-620	34	1	)	)	PUNCT
alkej-620	34	2	2	2	NUM
alkej-620	34	3	(	(	PUNCT
alkej-620	34	4	...	...	PUNCT
alkej-620	34	5	)	)	PUNCT
alkej-620	34	6	,	,	PUNCT
alkej-620	34	7	(	(	PUNCT
alkej-620	34	8	)	)	PUNCT
alkej-620	34	9	,	,	PUNCT
alkej-620	34	10	(	(	PUNCT
alkej-620	34	11	)	)	PUNCT
alkej-620	34	12	,	,	PUNCT
alkej-620	34	13	(	(	PUNCT
alkej-620	34	14	)	)	PUNCT
alkej-620	34	15	,	,	PUNCT
alkej-620	34	16	(	(	PUNCT
alkej-620	34	17	vunvufvuhvud	vunvufvuhvud	NOUN
alkej-620	34	18			ADJ
alkej-620	34	19	)	)	PUNCT
alkej-620	34	20	1	1	NUM
alkej-620	34	21	...	...	PUNCT
alkej-620	34	22	(	(	PUNCT
alkej-620	34	23	)	)	PUNCT
alkej-620	34	24	,	,	PUNCT
alkej-620	34	25	(	(	PUNCT
alkej-620	34	26	)	)	PUNCT
alkej-620	34	27	,	,	PUNCT
alkej-620	34	28	(	(	PUNCT
alkej-620	34	29	)	)	PUNCT
alkej-620	34	30	,	,	PUNCT
alkej-620	34	31	(	(	PUNCT
alkej-620	34	32	)	)	PUNCT
alkej-620	34	33	,	,	PUNCT
alkej-620	34	34	(	(	PUNCT
alkej-620	34	35	yxnyxfyxhyxd	yxnyxfyxhyxd	NOUN
alkej-620	34	36			PROPN
alkej-620	34	37	this	this	DET
alkej-620	34	38	page	page	NOUN
alkej-620	34	39	was	be	AUX
alkej-620	34	40	created	create	VERB
alkej-620	34	41	using	use	VERB
alkej-620	34	42	nitro	nitro	NOUN
alkej-620	34	43	pdf	pdf	NOUN
alkej-620	34	44	trial	trial	NOUN
alkej-620	34	45	software	software	NOUN
alkej-620	34	46	.	.	PUNCT
alkej-620	35	1	to	to	PART
alkej-620	35	2	purchase	purchase	VERB
alkej-620	35	3	,	,	PUNCT
alkej-620	35	4	go	go	VERB
alkej-620	35	5	to	to	ADP
alkej-620	35	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	35	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	35	8	mr	mr	PROPN
alkej-620	35	9	.	.	PROPN
alkej-620	35	10	firas	firas	PROPN
alkej-620	35	11	ali/	ali/	PROPN
alkej-620	35	12	al	al	PROPN
alkej-620	35	13	-	-	PUNCT
alkej-620	35	14	khwarizmi	khwarizmi	PROPN
alkej-620	35	15	engineering	engineering	NOUN
alkej-620	35	16	journal	journal	PROPN
alkej-620	35	17	,	,	PUNCT
alkej-620	35	18	vol.3	vol.3	PROPN
alkej-620	35	19	,	,	PUNCT
alkej-620	35	20	no	no	INTJ
alkej-620	35	21	.	.	NOUN
alkej-620	35	22	1	1	NUM
alkej-620	35	23	,	,	PUNCT
alkej-620	35	24	pp	pp	ADV
alkej-620	35	25	48	48	NUM
alkej-620	35	26	-	-	SYM
alkej-620	35	27	62	62	NUM
alkej-620	35	28	(	(	PUNCT
alkej-620	35	29	2007	2007	NUM
alkej-620	35	30	)	)	PUNCT
alkej-620	35	31	٤٩	٤٩	NOUN
alkej-620	36	1	the	the	DET
alkej-620	36	2	wavelet	wavelet	NOUN
alkej-620	36	3	representation	representation	NOUN
alkej-620	36	4	naturally	naturally	ADV
alkej-620	36	5	facilitates	facilitate	VERB
alkej-620	36	6	the	the	DET
alkej-620	36	7	construction	construction	NOUN
alkej-620	36	8	of	of	ADP
alkej-620	36	9	such	such	ADJ
alkej-620	36	10	spatially	spatially	ADV
alkej-620	36	11	adaptive	adaptive	ADJ
alkej-620	36	12	algorithms	algorithm	NOUN
alkej-620	36	13	.	.	PUNCT
alkej-620	37	1	it	it	PRON
alkej-620	37	2	compresses	compress	VERB
alkej-620	37	3	essential	essential	ADJ
alkej-620	37	4	information	information	NOUN
alkej-620	37	5	in	in	ADP
alkej-620	37	6	a	a	DET
alkej-620	37	7	signal	signal	NOUN
alkej-620	37	8	into	into	ADP
alkej-620	37	9	relatively	relatively	ADV
alkej-620	37	10	few	few	ADJ
alkej-620	37	11	,	,	PUNCT
alkej-620	37	12	large	large	ADJ
alkej-620	37	13	coefficients	coefficient	NOUN
alkej-620	37	14	,	,	PUNCT
alkej-620	37	15	which	which	PRON
alkej-620	37	16	represent	represent	VERB
alkej-620	37	17	image	image	NOUN
alkej-620	37	18	details	detail	NOUN
alkej-620	37	19	at	at	ADP
alkej-620	37	20	different	different	ADJ
alkej-620	37	21	resolution	resolution	NOUN
alkej-620	37	22	scales	scale	NOUN
alkej-620	37	23	.	.	PUNCT
alkej-620	38	1	in	in	ADP
alkej-620	38	2	recent	recent	ADJ
alkej-620	38	3	years	year	NOUN
alkej-620	38	4	there	there	PRON
alkej-620	38	5	has	have	AUX
alkej-620	38	6	been	be	AUX
alkej-620	38	7	a	a	DET
alkej-620	38	8	fair	fair	ADJ
alkej-620	38	9	amount	amount	NOUN
alkej-620	38	10	of	of	ADP
alkej-620	38	11	research	research	NOUN
alkej-620	38	12	on	on	ADP
alkej-620	38	13	wavelet	wavelet	NOUN
alkej-620	38	14	thresholding	thresholding	NOUN
alkej-620	38	15	and	and	CCONJ
alkej-620	38	16	threshold	threshold	NOUN
alkej-620	38	17	selection	selection	NOUN
alkej-620	38	18	for	for	ADP
alkej-620	38	19	signal	signal	NOUN
alkej-620	38	20	and	and	CCONJ
alkej-620	38	21	image	image	NOUN
alkej-620	38	22	denoising	denoise	VERB
alkej-620	38	23	[	[	X
alkej-620	38	24	3	3	NUM
alkej-620	38	25	]	]	X
alkej-620	38	26	[	[	X
alkej-620	38	27	4	4	X
alkej-620	38	28	]	]	X
alkej-620	38	29	[	[	X
alkej-620	38	30	6	6	NUM
alkej-620	38	31	]	]	X
alkej-620	38	32	[	[	X
alkej-620	38	33	7	7	X
alkej-620	38	34	]	]	X
alkej-620	38	35	[	[	X
alkej-620	38	36	8	8	NUM
alkej-620	38	37	]	]	X
alkej-620	38	38	[	[	X
alkej-620	38	39	10	10	NUM
alkej-620	38	40	]	]	PUNCT
alkej-620	38	41	,	,	PUNCT
alkej-620	38	42	because	because	SCONJ
alkej-620	38	43	wavelet	wavelet	NOUN
alkej-620	38	44	provides	provide	VERB
alkej-620	38	45	an	an	DET
alkej-620	38	46	appropriate	appropriate	ADJ
alkej-620	38	47	basis	basis	NOUN
alkej-620	38	48	for	for	ADP
alkej-620	38	49	separating	separate	VERB
alkej-620	38	50	noisy	noisy	ADJ
alkej-620	38	51	signal	signal	NOUN
alkej-620	38	52	from	from	ADP
alkej-620	38	53	image	image	NOUN
alkej-620	38	54	signal	signal	NOUN
alkej-620	38	55	.	.	PUNCT
alkej-620	39	1	many	many	ADJ
alkej-620	39	2	of	of	ADP
alkej-620	39	3	these	these	DET
alkej-620	39	4	wavelet	wavelet	NOUN
alkej-620	39	5	based	base	VERB
alkej-620	39	6	thresholding	thresholding	NOUN
alkej-620	39	7	techniques	technique	NOUN
alkej-620	39	8	have	have	AUX
alkej-620	39	9	proved	prove	VERB
alkej-620	39	10	better	well	ADJ
alkej-620	39	11	efficiency	efficiency	NOUN
alkej-620	39	12	in	in	ADP
alkej-620	39	13	image	image	NOUN
alkej-620	39	14	denoising	denoising	NOUN
alkej-620	39	15	.	.	PUNCT
alkej-620	40	1	we	we	PRON
alkej-620	40	2	consider	consider	VERB
alkej-620	40	3	here	here	ADV
alkej-620	40	4	an	an	DET
alkej-620	40	5	efficient	efficient	ADJ
alkej-620	40	6	thresholding	thresholding	NOUN
alkej-620	40	7	technique	technique	NOUN
alkej-620	40	8	used	use	VERB
alkej-620	40	9	in	in	ADP
alkej-620	40	10	[	[	X
alkej-620	40	11	4	4	NUM
alkej-620	40	12	]	]	PUNCT
alkej-620	40	13	for	for	ADP
alkej-620	40	14	image	image	NOUN
alkej-620	40	15	denoising	denoise	VERB
alkej-620	40	16	by	by	ADP
alkej-620	40	17	analyzing	analyze	VERB
alkej-620	40	18	the	the	DET
alkej-620	40	19	statistical	statistical	ADJ
alkej-620	40	20	parameters	parameter	NOUN
alkej-620	40	21	of	of	ADP
alkej-620	40	22	the	the	DET
alkej-620	40	23	wavelet	wavelet	NOUN
alkej-620	40	24	coefficients	coefficient	NOUN
alkej-620	40	25	.	.	PUNCT
alkej-620	41	1	this	this	DET
alkej-620	41	2	paper	paper	NOUN
alkej-620	41	3	is	be	AUX
alkej-620	41	4	organized	organize	VERB
alkej-620	41	5	as	as	SCONJ
alkej-620	41	6	follows	follow	VERB
alkej-620	41	7	:	:	PUNCT
alkej-620	41	8	a	a	DET
alkej-620	41	9	brief	brief	ADJ
alkej-620	41	10	review	review	NOUN
alkej-620	41	11	of	of	ADP
alkej-620	41	12	generalized	generalized	ADJ
alkej-620	41	13	inverse	inverse	NOUN
alkej-620	41	14	filter	filter	NOUN
alkej-620	41	15	for	for	ADP
alkej-620	41	16	image	image	NOUN
alkej-620	41	17	restoration	restoration	NOUN
alkej-620	41	18	is	be	AUX
alkej-620	41	19	provided	provide	VERB
alkej-620	41	20	in	in	ADP
alkej-620	41	21	section	section	NOUN
alkej-620	41	22	2	2	NUM
alkej-620	41	23	.	.	PUNCT
alkej-620	41	24	generalized	generalize	VERB
alkej-620	41	25	wiener	wiener	NOUN
alkej-620	41	26	filter	filter	NOUN
alkej-620	41	27	equations	equation	NOUN
alkej-620	41	28	for	for	ADP
alkej-620	41	29	image	image	NOUN
alkej-620	41	30	restoration	restoration	NOUN
alkej-620	41	31	are	be	AUX
alkej-620	41	32	developed	develop	VERB
alkej-620	41	33	in	in	ADP
alkej-620	41	34	section	section	NOUN
alkej-620	41	35	3	3	NUM
alkej-620	41	36	.	.	PUNCT
alkej-620	41	37	image	image	NOUN
alkej-620	41	38	restoration	restoration	NOUN
alkej-620	41	39	using	use	VERB
alkej-620	41	40	regularized	regularize	VERB
alkej-620	41	41	inverse	inverse	NOUN
alkej-620	41	42	filtering	filtering	NOUN
alkej-620	41	43	and	and	CCONJ
alkej-620	41	44	wavelet	wavelet	NOUN
alkej-620	41	45	denoising	denoising	NOUN
alkej-620	41	46	is	be	AUX
alkej-620	41	47	discussed	discuss	VERB
alkej-620	41	48	in	in	ADP
alkej-620	41	49	section	section	NOUN
alkej-620	41	50	4	4	NUM
alkej-620	41	51	.	.	PUNCT
alkej-620	42	1	a	a	DET
alkej-620	42	2	brief	brief	ADJ
alkej-620	42	3	review	review	NOUN
alkej-620	42	4	of	of	ADP
alkej-620	42	5	discrete	discrete	ADJ
alkej-620	42	6	wavelet	wavelet	NOUN
alkej-620	42	7	transform	transform	NOUN
alkej-620	42	8	(	(	PUNCT
alkej-620	42	9	dwt	dwt	NOUN
alkej-620	42	10	)	)	PUNCT
alkej-620	42	11	and	and	CCONJ
alkej-620	42	12	wavelet	wavelet	NOUN
alkej-620	42	13	filter	filter	NOUN
alkej-620	42	14	banks	bank	NOUN
alkej-620	42	15	are	be	AUX
alkej-620	42	16	provided	provide	VERB
alkej-620	42	17	in	in	ADP
alkej-620	42	18	section	section	NOUN
alkej-620	42	19	5	5	NUM
alkej-620	42	20	.	.	PUNCT
alkej-620	43	1	the	the	DET
alkej-620	43	2	wavelet	wavelet	NOUN
alkej-620	43	3	based	base	VERB
alkej-620	43	4	adaptive	adaptive	ADJ
alkej-620	43	5	thresholding	thresholding	NOUN
alkej-620	43	6	technique	technique	NOUN
alkej-620	43	7	is	be	AUX
alkej-620	43	8	explained	explain	VERB
alkej-620	43	9	in	in	ADP
alkej-620	43	10	section	section	NOUN
alkej-620	43	11	6	6	NUM
alkej-620	43	12	.	.	PUNCT
alkej-620	44	1	the	the	DET
alkej-620	44	2	proposed	propose	VERB
alkej-620	44	3	algorithm	algorithm	NOUN
alkej-620	44	4	steps	step	NOUN
alkej-620	44	5	involved	involve	VERB
alkej-620	44	6	in	in	ADP
alkej-620	44	7	this	this	DET
alkej-620	44	8	work	work	NOUN
alkej-620	44	9	are	be	AUX
alkej-620	44	10	explained	explain	VERB
alkej-620	44	11	in	in	ADP
alkej-620	44	12	section	section	NOUN
alkej-620	44	13	7	7	NUM
alkej-620	44	14	.	.	PUNCT
alkej-620	45	1	in	in	ADP
alkej-620	45	2	section	section	NOUN
alkej-620	45	3	8	8	NUM
alkej-620	45	4	the	the	DET
alkej-620	45	5	experimental	experimental	ADJ
alkej-620	45	6	results	result	NOUN
alkej-620	45	7	of	of	ADP
alkej-620	45	8	this	this	DET
alkej-620	45	9	proposed	propose	VERB
alkej-620	45	10	work	work	NOUN
alkej-620	45	11	and	and	CCONJ
alkej-620	45	12	other	other	ADJ
alkej-620	45	13	restoration	restoration	NOUN
alkej-620	45	14	techniques	technique	NOUN
alkej-620	45	15	are	be	AUX
alkej-620	45	16	present	present	ADJ
alkej-620	45	17	and	and	CCONJ
alkej-620	45	18	compared	compare	VERB
alkej-620	45	19	.	.	PUNCT
alkej-620	46	1	finally	finally	ADV
alkej-620	46	2	concluding	conclude	VERB
alkej-620	46	3	remarks	remark	NOUN
alkej-620	46	4	are	be	AUX
alkej-620	46	5	given	give	VERB
alkej-620	46	6	in	in	ADP
alkej-620	46	7	section	section	NOUN
alkej-620	46	8	9	9	NUM
alkej-620	46	9	.	.	NOUN
alkej-620	46	10	2	2	NUM
alkej-620	46	11	.	.	X
alkej-620	46	12	image	image	NOUN
alkej-620	46	13	restoration	restoration	NOUN
alkej-620	46	14	using	use	VERB
alkej-620	46	15	generalized	generalized	ADJ
alkej-620	46	16	inverse	inverse	NOUN
alkej-620	46	17	filter	filter	NOUN
alkej-620	46	18	if	if	SCONJ
alkej-620	46	19	we	we	PRON
alkej-620	46	20	know	know	VERB
alkej-620	46	21	or	or	CCONJ
alkej-620	46	22	can	can	AUX
alkej-620	46	23	create	create	VERB
alkej-620	46	24	a	a	DET
alkej-620	46	25	good	good	ADJ
alkej-620	46	26	model	model	NOUN
alkej-620	46	27	of	of	ADP
alkej-620	46	28	the	the	DET
alkej-620	46	29	blurring	blur	VERB
alkej-620	46	30	function	function	NOUN
alkej-620	46	31	that	that	PRON
alkej-620	46	32	corrupted	corrupt	VERB
alkej-620	46	33	an	an	DET
alkej-620	46	34	image	image	NOUN
alkej-620	46	35	,	,	PUNCT
alkej-620	46	36	the	the	DET
alkej-620	46	37	quickest	quick	ADJ
alkej-620	46	38	and	and	CCONJ
alkej-620	46	39	easiest	easy	ADJ
alkej-620	46	40	way	way	NOUN
alkej-620	46	41	to	to	PART
alkej-620	46	42	restore	restore	VERB
alkej-620	46	43	that	that	PRON
alkej-620	46	44	is	be	AUX
alkej-620	46	45	by	by	ADP
alkej-620	46	46	inverse	inverse	NOUN
alkej-620	46	47	filtering	filtering	NOUN
alkej-620	46	48	.	.	PUNCT
alkej-620	47	1	unfortunately	unfortunately	ADV
alkej-620	47	2	,	,	PUNCT
alkej-620	47	3	since	since	SCONJ
alkej-620	47	4	the	the	DET
alkej-620	47	5	inverse	inverse	NOUN
alkej-620	47	6	filter	filter	NOUN
alkej-620	47	7	is	be	AUX
alkej-620	47	8	a	a	DET
alkej-620	47	9	form	form	NOUN
alkej-620	47	10	of	of	ADP
alkej-620	47	11	high	high	ADJ
alkej-620	47	12	pass	pass	NOUN
alkej-620	47	13	filer	filer	NOUN
alkej-620	47	14	,	,	PUNCT
alkej-620	47	15	inverse	inverse	NOUN
alkej-620	47	16	filtering	filtering	NOUN
alkej-620	47	17	responds	respond	VERB
alkej-620	47	18	very	very	ADV
alkej-620	47	19	badly	badly	ADV
alkej-620	47	20	to	to	ADP
alkej-620	47	21	any	any	DET
alkej-620	47	22	noise	noise	NOUN
alkej-620	47	23	that	that	PRON
alkej-620	47	24	is	be	AUX
alkej-620	47	25	present	present	ADJ
alkej-620	47	26	in	in	ADP
alkej-620	47	27	the	the	DET
alkej-620	47	28	image	image	NOUN
alkej-620	47	29	because	because	SCONJ
alkej-620	47	30	noise	noise	NOUN
alkej-620	47	31	tends	tend	VERB
alkej-620	47	32	to	to	PART
alkej-620	47	33	be	be	AUX
alkej-620	47	34	high	high	ADJ
alkej-620	47	35	frequency	frequency	NOUN
alkej-620	47	36	.	.	PUNCT
alkej-620	48	1	in	in	ADP
alkej-620	48	2	this	this	DET
alkej-620	48	3	section	section	NOUN
alkej-620	48	4	,	,	PUNCT
alkej-620	48	5	we	we	PRON
alkej-620	48	6	explore	explore	VERB
alkej-620	48	7	a	a	DET
alkej-620	48	8	method	method	NOUN
alkej-620	48	9	of	of	ADP
alkej-620	48	10	inverse	inverse	NOUN
alkej-620	48	11	filtering	filtering	NOUN
alkej-620	48	12	called	call	VERB
alkej-620	48	13	a	a	DET
alkej-620	48	14	thresholding	thresholding	NOUN
alkej-620	48	15	method	method	NOUN
alkej-620	48	16	.	.	PUNCT
alkej-620	49	1	we	we	PRON
alkej-620	49	2	can	can	AUX
alkej-620	49	3	model	model	VERB
alkej-620	49	4	a	a	DET
alkej-620	49	5	blurred	blurred	ADJ
alkej-620	49	6	image	image	NOUN
alkej-620	49	7	by	by	ADP
alkej-620	49	8	where	where	SCONJ
alkej-620	49	9	f	f	PROPN
alkej-620	49	10	is	be	AUX
alkej-620	49	11	the	the	DET
alkej-620	49	12	original	original	ADJ
alkej-620	49	13	image	image	NOUN
alkej-620	49	14	,	,	PUNCT
alkej-620	49	15	h	h	NOUN
alkej-620	49	16	is	be	AUX
alkej-620	49	17	some	some	DET
alkej-620	49	18	kind	kind	NOUN
alkej-620	49	19	of	of	ADP
alkej-620	49	20	a	a	DET
alkej-620	49	21	low	low	ADJ
alkej-620	49	22	pass	pass	NOUN
alkej-620	49	23	filter	filter	NOUN
alkej-620	49	24	and	and	CCONJ
alkej-620	49	25	d	d	NOUN
alkej-620	49	26	is	be	AUX
alkej-620	49	27	our	our	PRON
alkej-620	49	28	blurred	blurred	ADJ
alkej-620	49	29	image	image	NOUN
alkej-620	49	30	.	.	PUNCT
alkej-620	50	1	so	so	ADV
alkej-620	50	2	to	to	PART
alkej-620	50	3	get	get	VERB
alkej-620	50	4	back	back	ADV
alkej-620	50	5	the	the	DET
alkej-620	50	6	original	original	ADJ
alkej-620	50	7	image	image	NOUN
alkej-620	50	8	,	,	PUNCT
alkej-620	50	9	we	we	PRON
alkej-620	50	10	would	would	AUX
alkej-620	50	11	just	just	ADV
alkej-620	50	12	have	have	VERB
alkej-620	50	13	to	to	PART
alkej-620	50	14	convolve	convolve	VERB
alkej-620	50	15	our	our	PRON
alkej-620	50	16	blurred	blurred	ADJ
alkej-620	50	17	function	function	NOUN
alkej-620	50	18	with	with	ADP
alkej-620	50	19	some	some	DET
alkej-620	50	20	kind	kind	NOUN
alkej-620	50	21	of	of	ADP
alkej-620	50	22	a	a	DET
alkej-620	50	23	high	high	ADJ
alkej-620	50	24	pass	pass	NOUN
alkej-620	50	25	filter	filter	NOUN
alkej-620	50	26	r	r	NOUN
alkej-620	50	27	in	in	ADP
alkej-620	50	28	the	the	DET
alkej-620	50	29	ideal	ideal	ADJ
alkej-620	50	30	case	case	NOUN
alkej-620	50	31	,	,	PUNCT
alkej-620	50	32	we	we	PRON
alkej-620	50	33	would	would	AUX
alkej-620	50	34	just	just	ADV
alkej-620	50	35	invert	invert	VERB
alkej-620	50	36	all	all	DET
alkej-620	50	37	the	the	DET
alkej-620	50	38	elements	element	NOUN
alkej-620	50	39	of	of	ADP
alkej-620	50	40	h	h	NOUN
alkej-620	50	41	to	to	PART
alkej-620	50	42	get	get	VERB
alkej-620	50	43	a	a	DET
alkej-620	50	44	high	high	ADJ
alkej-620	50	45	pass	pass	NOUN
alkej-620	50	46	filter	filter	NOUN
alkej-620	50	47	.	.	PUNCT
alkej-620	51	1	however	however	ADV
alkej-620	51	2	,	,	PUNCT
alkej-620	51	3	notice	notice	VERB
alkej-620	51	4	that	that	SCONJ
alkej-620	51	5	a	a	DET
alkej-620	51	6	lot	lot	NOUN
alkej-620	51	7	of	of	ADP
alkej-620	51	8	the	the	DET
alkej-620	51	9	elements	element	NOUN
alkej-620	51	10	in	in	ADP
alkej-620	51	11	h	h	NOUN
alkej-620	51	12	have	have	VERB
alkej-620	51	13	values	value	NOUN
alkej-620	51	14	either	either	CCONJ
alkej-620	51	15	at	at	ADP
alkej-620	51	16	zero	zero	NUM
alkej-620	51	17	or	or	CCONJ
alkej-620	51	18	very	very	ADV
alkej-620	51	19	close	close	ADJ
alkej-620	51	20	to	to	ADP
alkej-620	51	21	it	it	PRON
alkej-620	51	22	.	.	PUNCT
alkej-620	52	1	inverting	invert	VERB
alkej-620	52	2	these	these	DET
alkej-620	52	3	elements	element	NOUN
alkej-620	52	4	would	would	AUX
alkej-620	52	5	give	give	VERB
alkej-620	52	6	us	we	PRON
alkej-620	52	7	either	either	CCONJ
alkej-620	52	8	infinities	infinity	NOUN
alkej-620	52	9	or	or	CCONJ
alkej-620	52	10	some	some	DET
alkej-620	52	11	extremely	extremely	ADV
alkej-620	52	12	high	high	ADJ
alkej-620	52	13	values	value	NOUN
alkej-620	52	14	.	.	PUNCT
alkej-620	53	1	in	in	ADP
alkej-620	53	2	order	order	NOUN
alkej-620	53	3	to	to	PART
alkej-620	53	4	avoid	avoid	VERB
alkej-620	53	5	these	these	DET
alkej-620	53	6	values	value	NOUN
alkej-620	53	7	,	,	PUNCT
alkej-620	53	8	we	we	PRON
alkej-620	53	9	will	will	AUX
alkej-620	53	10	need	need	VERB
alkej-620	53	11	to	to	PART
alkej-620	53	12	set	set	VERB
alkej-620	53	13	some	some	DET
alkej-620	53	14	sort	sort	NOUN
alkej-620	53	15	of	of	ADP
alkej-620	53	16	a	a	DET
alkej-620	53	17	threshold	threshold	NOUN
alkej-620	53	18	on	on	ADP
alkej-620	53	19	the	the	DET
alkej-620	53	20	inverted	inverted	ADJ
alkej-620	53	21	element	element	NOUN
alkej-620	53	22	.	.	PUNCT
alkej-620	54	1	so	so	ADV
alkej-620	54	2	instead	instead	ADV
alkej-620	54	3	of	of	ADP
alkej-620	54	4	making	make	VERB
alkej-620	54	5	a	a	DET
alkej-620	54	6	full	full	ADJ
alkej-620	54	7	inverse	inverse	NOUN
alkej-620	54	8	out	out	ADP
alkej-620	54	9	of	of	ADP
alkej-620	54	10	h	h	NOUN
alkej-620	54	11	,	,	PUNCT
alkej-620	54	12	we	we	PRON
alkej-620	54	13	can	can	AUX
alkej-620	54	14	an	an	DET
alkej-620	54	15	"	"	PUNCT
alkej-620	54	16	almost	almost	ADV
alkej-620	54	17	"	"	PUNCT
alkej-620	54	18	full	full	ADJ
alkej-620	54	19	inverse	inverse	NOUN
alkej-620	54	20	by	by	ADP
alkej-620	54	21	so	so	ADV
alkej-620	54	22	the	the	PRON
alkej-620	54	23	higher	high	ADJ
alkej-620	54	24	we	we	PRON
alkej-620	54	25	set	set	VERB
alkej-620	54	26	γ	γ	NOUN
alkej-620	54	27	,	,	PUNCT
alkej-620	54	28	the	the	DET
alkej-620	54	29	closer	close	ADJ
alkej-620	54	30	rinv	rinv	ADV
alkej-620	54	31	is	be	AUX
alkej-620	54	32	to	to	ADP
alkej-620	54	33	the	the	DET
alkej-620	54	34	full	full	ADJ
alkej-620	54	35	inverse	inverse	NOUN
alkej-620	54	36	filter	filter	NOUN
alkej-620	54	37	.	.	PUNCT
alkej-620	55	1	this	this	PRON
alkej-620	55	2	is	be	AUX
alkej-620	55	3	called	call	VERB
alkej-620	55	4	regularized	regularize	VERB
alkej-620	55	5	inverse	inverse	ADJ
alkej-620	55	6	filter	filter	NOUN
alkej-620	55	7	that	that	PRON
alkej-620	55	8	implemented	implement	VERB
alkej-620	55	9	in	in	ADP
alkej-620	55	10	our	our	PRON
alkej-620	55	11	work	work	NOUN
alkej-620	55	12	.	.	PUNCT
alkej-620	56	1	3	3	X
alkej-620	56	2	.	.	X
alkej-620	56	3	image	image	NOUN
alkej-620	56	4	restoration	restoration	NOUN
alkej-620	56	5	using	use	VERB
alkej-620	56	6	generalized	generalized	ADJ
alkej-620	56	7	wiener	wiener	NOUN
alkej-620	56	8	filter	filter	NOUN
alkej-620	56	9	the	the	DET
alkej-620	56	10	inverse	inverse	NOUN
alkej-620	56	11	filtering	filtering	NOUN
alkej-620	56	12	is	be	AUX
alkej-620	56	13	a	a	DET
alkej-620	56	14	restoration	restoration	NOUN
alkej-620	56	15	technique	technique	NOUN
alkej-620	56	16	for	for	ADP
alkej-620	56	17	deconvolution	deconvolution	NOUN
alkej-620	56	18	.	.	PUNCT
alkej-620	57	1	however	however	ADV
alkej-620	57	2	,	,	PUNCT
alkej-620	57	3	inverse	inverse	ADJ
alkej-620	57	4	filtering	filtering	NOUN
alkej-620	57	5	is	be	AUX
alkej-620	57	6	very	very	ADV
alkej-620	57	7	sensitive	sensitive	ADJ
alkej-620	57	8	to	to	ADP
alkej-620	57	9	additive	additive	ADJ
alkej-620	57	10	noise	noise	NOUN
alkej-620	57	11	as	as	SCONJ
alkej-620	57	12	explained	explain	VERB
alkej-620	57	13	in	in	ADP
alkej-620	57	14	the	the	DET
alkej-620	57	15	previous	previous	ADJ
alkej-620	57	16	section	section	NOUN
alkej-620	57	17	.	.	PUNCT
alkej-620	58	1	)	)	PUNCT
alkej-620	58	2	5	5	NUM
alkej-620	58	3	(	(	PUNCT
alkej-620	58	4	...	...	PUNCT
alkej-620	58	5	)	)	PUNCT
alkej-620	58	6	,	,	PUNCT
alkej-620	58	7	(	(	PUNCT
alkej-620	58	8	1	1	NUM
alkej-620	58	9	)	)	PUNCT
alkej-620	58	10	,	,	PUNCT
alkej-620	58	11	(	(	PUNCT
alkej-620	58	12	1	1	NUM
alkej-620	58	13	)	)	PUNCT
alkej-620	58	14	,	,	PUNCT
alkej-620	58	15	(	(	PUNCT
alkej-620	58	16			NOUN
alkej-620	58	17			NUM
alkej-620	58	18			NUM
alkej-620	58	19			ADP
alkej-620	58	20			PROPN
alkej-620	58	21			PRON
alkej-620	58	22	else	else	ADV
alkej-620	58	23	vuh	vuh	PROPN
alkej-620	58	24	if	if	SCONJ
alkej-620	58	25	vuhvurinv	vuhvurinv	ADJ
alkej-620	58	26			NUM
alkej-620	58	27			NUM
alkej-620	58	28	)	)	PUNCT
alkej-620	58	29	4	4	NUM
alkej-620	58	30	(	(	PUNCT
alkej-620	58	31	...	...	PUNCT
alkej-620	58	32	)	)	PUNCT
alkej-620	58	33	,	,	PUNCT
alkej-620	58	34	(	(	PUNCT
alkej-620	58	35	)	)	PUNCT
alkej-620	58	36	,	,	PUNCT
alkej-620	58	37	(	(	PUNCT
alkej-620	58	38	)	)	PUNCT
alkej-620	58	39	,	,	PUNCT
alkej-620	58	40	(	(	PUNCT
alkej-620	58	41	yxryxdyxf	yxryxdyxf	INTJ
alkej-620	58	42			NOUN
alkej-620	58	43	)	)	PUNCT
alkej-620	58	44	3	3	X
alkej-620	58	45	(	(	PUNCT
alkej-620	58	46	...	...	PUNCT
alkej-620	58	47	)	)	PUNCT
alkej-620	58	48	,	,	PUNCT
alkej-620	58	49	(	(	PUNCT
alkej-620	58	50	)	)	PUNCT
alkej-620	58	51	,	,	PUNCT
alkej-620	58	52	(	(	PUNCT
alkej-620	58	53	)	)	PUNCT
alkej-620	58	54	,	,	PUNCT
alkej-620	58	55	(	(	PUNCT
alkej-620	58	56	yxfyxhyxd	yxfyxhyxd	NOUN
alkej-620	58	57			NOUN
alkej-620	58	58	this	this	DET
alkej-620	58	59	page	page	NOUN
alkej-620	58	60	was	be	AUX
alkej-620	58	61	created	create	VERB
alkej-620	58	62	using	use	VERB
alkej-620	58	63	nitro	nitro	NOUN
alkej-620	58	64	pdf	pdf	NOUN
alkej-620	58	65	trial	trial	NOUN
alkej-620	58	66	software	software	NOUN
alkej-620	58	67	.	.	PUNCT
alkej-620	59	1	to	to	PART
alkej-620	59	2	purchase	purchase	VERB
alkej-620	59	3	,	,	PUNCT
alkej-620	59	4	go	go	VERB
alkej-620	59	5	to	to	ADP
alkej-620	59	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	59	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	59	8	mr	mr	PROPN
alkej-620	59	9	.	.	PROPN
alkej-620	59	10	firas	firas	PROPN
alkej-620	59	11	ali/	ali/	PROPN
alkej-620	59	12	al	al	PROPN
alkej-620	59	13	-	-	PUNCT
alkej-620	59	14	khwarizmi	khwarizmi	PROPN
alkej-620	59	15	engineering	engineering	NOUN
alkej-620	59	16	journal	journal	PROPN
alkej-620	59	17	,	,	PUNCT
alkej-620	59	18	vol.3	vol.3	PROPN
alkej-620	59	19	,	,	PUNCT
alkej-620	59	20	no	no	INTJ
alkej-620	59	21	.	.	NOUN
alkej-620	59	22	1	1	NUM
alkej-620	59	23	,	,	PUNCT
alkej-620	59	24	pp	pp	ADV
alkej-620	59	25	48	48	NUM
alkej-620	59	26	-	-	SYM
alkej-620	59	27	62	62	NUM
alkej-620	59	28	(	(	PUNCT
alkej-620	59	29	2007	2007	NUM
alkej-620	59	30	)	)	PUNCT
alkej-620	59	31	٥٠	٥٠	NUM
alkej-620	59	32	because	because	SCONJ
alkej-620	59	33	wiener	wiener	NOUN
alkej-620	59	34	can	can	AUX
alkej-620	59	35	removes	remove	VERB
alkej-620	59	36	the	the	DET
alkej-620	59	37	additive	additive	ADJ
alkej-620	59	38	noise	noise	NOUN
alkej-620	59	39	and	and	CCONJ
alkej-620	59	40	inverts	invert	VERB
alkej-620	59	41	the	the	DET
alkej-620	59	42	blurring	blurring	NOUN
alkej-620	59	43	simultaneously	simultaneously	ADV
alkej-620	59	44	,	,	PUNCT
alkej-620	59	45	it	it	PRON
alkej-620	59	46	is	be	AUX
alkej-620	59	47	usually	usually	ADV
alkej-620	59	48	used	use	VERB
alkej-620	59	49	instead	instead	ADV
alkej-620	59	50	of	of	ADP
alkej-620	59	51	inverse	inverse	ADJ
alkej-620	59	52	filter	filter	NOUN
alkej-620	59	53	in	in	ADP
alkej-620	59	54	these	these	DET
alkej-620	59	55	cases	case	NOUN
alkej-620	59	56	.	.	PUNCT
alkej-620	60	1	the	the	DET
alkej-620	60	2	wiener	wiener	NOUN
alkej-620	60	3	filtering	filtering	NOUN
alkej-620	60	4	is	be	AUX
alkej-620	60	5	optimal	optimal	ADJ
alkej-620	60	6	in	in	ADP
alkej-620	60	7	terms	term	NOUN
alkej-620	60	8	of	of	ADP
alkej-620	60	9	the	the	DET
alkej-620	60	10	mean	mean	ADJ
alkej-620	60	11	square	square	NOUN
alkej-620	60	12	error	error	NOUN
alkej-620	60	13	.	.	PUNCT
alkej-620	61	1	in	in	ADP
alkej-620	61	2	other	other	ADJ
alkej-620	61	3	words	word	NOUN
alkej-620	61	4	,	,	PUNCT
alkej-620	61	5	it	it	PRON
alkej-620	61	6	minimizes	minimize	VERB
alkej-620	61	7	the	the	DET
alkej-620	61	8	overall	overall	ADJ
alkej-620	61	9	mean	mean	ADJ
alkej-620	61	10	square	square	ADJ
alkej-620	61	11	error	error	NOUN
alkej-620	61	12	in	in	ADP
alkej-620	61	13	the	the	DET
alkej-620	61	14	process	process	NOUN
alkej-620	61	15	of	of	ADP
alkej-620	61	16	inverse	inverse	NOUN
alkej-620	61	17	filtering	filtering	NOUN
alkej-620	61	18	and	and	CCONJ
alkej-620	61	19	noise	noise	NOUN
alkej-620	61	20	smoothing	smoothing	NOUN
alkej-620	61	21	.	.	PUNCT
alkej-620	62	1	the	the	DET
alkej-620	62	2	approach	approach	NOUN
alkej-620	62	3	is	be	AUX
alkej-620	62	4	based	base	VERB
alkej-620	62	5	on	on	ADP
alkej-620	62	6	a	a	DET
alkej-620	62	7	stochastic	stochastic	ADJ
alkej-620	62	8	framework	framework	NOUN
alkej-620	62	9	.	.	PUNCT
alkej-620	63	1	the	the	DET
alkej-620	63	2	wiener	wiener	NOUN
alkej-620	63	3	filter	filter	NOUN
alkej-620	63	4	in	in	ADP
alkej-620	63	5	fourier	fourier	ADJ
alkej-620	63	6	domain	domain	NOUN
alkej-620	63	7	can	can	AUX
alkej-620	63	8	be	be	AUX
alkej-620	63	9	expressed	express	VERB
alkej-620	63	10	as	as	SCONJ
alkej-620	63	11	follows	follow	VERB
alkej-620	63	12	:	:	PUNCT
alkej-620	63	13	)	)	PUNCT
alkej-620	63	14	6	6	NUM
alkej-620	63	15	(	(	PUNCT
alkej-620	63	16	...	...	PUNCT
alkej-620	63	17	)	)	PUNCT
alkej-620	63	18	,	,	PUNCT
alkej-620	63	19	(	(	PUNCT
alkej-620	63	20	)	)	PUNCT
alkej-620	63	21	,	,	PUNCT
alkej-620	63	22	(	(	PUNCT
alkej-620	63	23	)	)	PUNCT
alkej-620	63	24	,	,	PUNCT
alkej-620	63	25	(	(	PUNCT
alkej-620	63	26	)	)	PUNCT
alkej-620	63	27	,	,	PUNCT
alkej-620	63	28	(	(	PUNCT
alkej-620	63	29	)	)	PUNCT
alkej-620	63	30	,	,	PUNCT
alkej-620	63	31	(	(	PUNCT
alkej-620	63	32	)	)	PUNCT
alkej-620	63	33	,	,	PUNCT
alkej-620	63	34	(	(	PUNCT
alkej-620	63	35	2	2	NUM
alkej-620	63	36	vusvusvuh	vusvusvuh	NOUN
alkej-620	63	37	vusvuh	vusvuh	NOUN
alkej-620	63	38	vur	vur	PROPN
alkej-620	63	39	nim	nim	PROPN
alkej-620	63	40	i	i	PROPN
alkej-620	63	41	m	m	VERB
alkej-620	63	42	w	w	ADP
alkej-620	63	43			ADJ
alkej-620	63	44			PROPN
alkej-620	63	45			PROPN
alkej-620	63	46	where	where	SCONJ
alkej-620	63	47	sim	sim	NOUN
alkej-620	63	48	,	,	PUNCT
alkej-620	63	49	sn	sn	PROPN
alkej-620	63	50	are	be	AUX
alkej-620	63	51	respectively	respectively	ADV
alkej-620	63	52	power	power	NOUN
alkej-620	63	53	spectra	spectra	NOUN
alkej-620	63	54	of	of	ADP
alkej-620	63	55	the	the	DET
alkej-620	63	56	original	original	ADJ
alkej-620	63	57	image	image	NOUN
alkej-620	63	58	and	and	CCONJ
alkej-620	63	59	the	the	DET
alkej-620	63	60	additive	additive	ADJ
alkej-620	63	61	noise	noise	NOUN
alkej-620	63	62	,	,	PUNCT
alkej-620	63	63	and	and	CCONJ
alkej-620	63	64	h(u	h(u	PROPN
alkej-620	63	65	,	,	PUNCT
alkej-620	63	66	v	v	NOUN
alkej-620	63	67	)	)	PUNCT
alkej-620	63	68	is	be	AUX
alkej-620	63	69	the	the	DET
alkej-620	63	70	blurring	blur	VERB
alkej-620	63	71	filter	filter	NOUN
alkej-620	63	72	.	.	PUNCT
alkej-620	64	1	it	it	PRON
alkej-620	64	2	is	be	AUX
alkej-620	64	3	easy	easy	ADJ
alkej-620	64	4	to	to	PART
alkej-620	64	5	see	see	VERB
alkej-620	64	6	that	that	SCONJ
alkej-620	64	7	the	the	DET
alkej-620	64	8	wiener	wiener	NOUN
alkej-620	64	9	filter	filter	NOUN
alkej-620	64	10	has	have	VERB
alkej-620	64	11	two	two	NUM
alkej-620	64	12	separate	separate	ADJ
alkej-620	64	13	part	part	NOUN
alkej-620	64	14	,	,	PUNCT
alkej-620	64	15	an	an	DET
alkej-620	64	16	inverse	inverse	NOUN
alkej-620	64	17	filtering	filtering	NOUN
alkej-620	64	18	part	part	NOUN
alkej-620	64	19	and	and	CCONJ
alkej-620	64	20	a	a	DET
alkej-620	64	21	noise	noise	NOUN
alkej-620	64	22	smoothing	smooth	VERB
alkej-620	64	23	part	part	NOUN
alkej-620	64	24	.	.	PUNCT
alkej-620	65	1	it	it	PRON
alkej-620	65	2	not	not	PART
alkej-620	65	3	only	only	ADV
alkej-620	65	4	performs	perform	VERB
alkej-620	65	5	the	the	DET
alkej-620	65	6	deconvolution	deconvolution	NOUN
alkej-620	65	7	by	by	ADP
alkej-620	65	8	inverse	inverse	NOUN
alkej-620	65	9	filtering	filtering	NOUN
alkej-620	65	10	(	(	PUNCT
alkej-620	65	11	high	high	ADJ
alkej-620	65	12	pass	pass	NOUN
alkej-620	65	13	filtering	filtering	NOUN
alkej-620	65	14	)	)	PUNCT
alkej-620	65	15	but	but	CCONJ
alkej-620	65	16	also	also	ADV
alkej-620	65	17	removes	remove	VERB
alkej-620	65	18	the	the	DET
alkej-620	65	19	noise	noise	NOUN
alkej-620	65	20	with	with	ADP
alkej-620	65	21	a	a	DET
alkej-620	65	22	compression	compression	NOUN
alkej-620	65	23	operation	operation	NOUN
alkej-620	65	24	(	(	PUNCT
alkej-620	65	25	low	low	ADJ
alkej-620	65	26	pass	pass	NOUN
alkej-620	65	27	filtering	filtering	NOUN
alkej-620	65	28	)	)	PUNCT
alkej-620	65	29	.	.	PUNCT
alkej-620	66	1	to	to	PART
alkej-620	66	2	implement	implement	VERB
alkej-620	66	3	the	the	DET
alkej-620	66	4	wiener	wiener	NOUN
alkej-620	66	5	filter	filter	NOUN
alkej-620	66	6	in	in	ADP
alkej-620	66	7	practice	practice	NOUN
alkej-620	66	8	we	we	PRON
alkej-620	66	9	have	have	VERB
alkej-620	66	10	to	to	PART
alkej-620	66	11	estimate	estimate	VERB
alkej-620	66	12	the	the	DET
alkej-620	66	13	power	power	NOUN
alkej-620	66	14	spectra	spectra	NOUN
alkej-620	66	15	of	of	ADP
alkej-620	66	16	the	the	DET
alkej-620	66	17	original	original	ADJ
alkej-620	66	18	image	image	NOUN
alkej-620	66	19	and	and	CCONJ
alkej-620	66	20	the	the	DET
alkej-620	66	21	additive	additive	ADJ
alkej-620	66	22	noise	noise	NOUN
alkej-620	66	23	.	.	PUNCT
alkej-620	67	1	for	for	ADP
alkej-620	67	2	white	white	ADJ
alkej-620	67	3	additive	additive	ADJ
alkej-620	67	4	noise	noise	NOUN
alkej-620	67	5	the	the	DET
alkej-620	67	6	power	power	NOUN
alkej-620	67	7	spectrum	spectrum	NOUN
alkej-620	67	8	is	be	AUX
alkej-620	67	9	equal	equal	ADJ
alkej-620	67	10	to	to	ADP
alkej-620	67	11	the	the	DET
alkej-620	67	12	variance	variance	NOUN
alkej-620	67	13	of	of	ADP
alkej-620	67	14	the	the	DET
alkej-620	67	15	noise	noise	NOUN
alkej-620	67	16	.	.	PUNCT
alkej-620	68	1	to	to	PART
alkej-620	68	2	estimate	estimate	VERB
alkej-620	68	3	the	the	DET
alkej-620	68	4	power	power	NOUN
alkej-620	68	5	spectrum	spectrum	NOUN
alkej-620	68	6	of	of	ADP
alkej-620	68	7	the	the	DET
alkej-620	68	8	original	original	ADJ
alkej-620	68	9	image	image	NOUN
alkej-620	68	10	many	many	ADJ
alkej-620	68	11	methods	method	NOUN
alkej-620	68	12	can	can	AUX
alkej-620	68	13	be	be	AUX
alkej-620	68	14	used	use	VERB
alkej-620	68	15	.	.	PUNCT
alkej-620	69	1	a	a	DET
alkej-620	69	2	direct	direct	ADJ
alkej-620	69	3	estimate	estimate	NOUN
alkej-620	69	4	is	be	AUX
alkej-620	69	5	the	the	DET
alkej-620	69	6	periodogram	periodogram	ADJ
alkej-620	69	7	estimate	estimate	NOUN
alkej-620	69	8	of	of	ADP
alkej-620	69	9	the	the	DET
alkej-620	69	10	power	power	NOUN
alkej-620	69	11	spectrum	spectrum	NOUN
alkej-620	69	12	computed	compute	VERB
alkej-620	69	13	from	from	ADP
alkej-620	69	14	the	the	DET
alkej-620	69	15	observation	observation	NOUN
alkej-620	69	16	:	:	PUNCT
alkej-620	69	17			ADJ
alkej-620	69	18			NOUN
alkej-620	69	19	)	)	PUNCT
alkej-620	69	20	7	7	NUM
alkej-620	69	21	(	(	PUNCT
alkej-620	69	22	...	...	PUNCT
alkej-620	69	23	)	)	PUNCT
alkej-620	69	24	,	,	PUNCT
alkej-620	69	25	(	(	PUNCT
alkej-620	69	26	)	)	PUNCT
alkej-620	69	27	,	,	PUNCT
alkej-620	69	28	(	(	PUNCT
alkej-620	69	29	1	1	NUM
alkej-620	69	30	2	2	NUM
alkej-620	69	31			NOUN
alkej-620	69	32	vudvud	vudvud	NOUN
alkej-620	70	1	n	n	PROPN
alkej-620	70	2	s	s	X
alkej-620	70	3	per	per	ADP
alkej-620	70	4	yy	yy	PRON
alkej-620	70	5	where	where	SCONJ
alkej-620	70	6	d(u	d(u	PROPN
alkej-620	70	7	,	,	PUNCT
alkej-620	70	8	v	v	NOUN
alkej-620	70	9	)	)	PUNCT
alkej-620	70	10	is	be	AUX
alkej-620	70	11	the	the	DET
alkej-620	70	12	dft	dft	NOUN
alkej-620	70	13	of	of	ADP
alkej-620	70	14	the	the	DET
alkej-620	70	15	observation	observation	NOUN
alkej-620	70	16	.	.	PUNCT
alkej-620	71	1	the	the	DET
alkej-620	71	2	advantage	advantage	NOUN
alkej-620	71	3	of	of	ADP
alkej-620	71	4	the	the	DET
alkej-620	71	5	estimate	estimate	NOUN
alkej-620	71	6	is	be	AUX
alkej-620	71	7	that	that	SCONJ
alkej-620	71	8	it	it	PRON
alkej-620	71	9	can	can	AUX
alkej-620	71	10	be	be	AUX
alkej-620	71	11	implemented	implement	VERB
alkej-620	71	12	very	very	ADV
alkej-620	71	13	easily	easily	ADV
alkej-620	71	14	without	without	ADP
alkej-620	71	15	worrying	worry	VERB
alkej-620	71	16	about	about	ADP
alkej-620	71	17	the	the	DET
alkej-620	71	18	singularity	singularity	NOUN
alkej-620	71	19	of	of	ADP
alkej-620	71	20	the	the	DET
alkej-620	71	21	inverse	inverse	NOUN
alkej-620	71	22	filtering	filtering	NOUN
alkej-620	71	23	.	.	PUNCT
alkej-620	72	1	another	another	DET
alkej-620	72	2	estimate	estimate	NOUN
alkej-620	72	3	which	which	PRON
alkej-620	72	4	leads	lead	VERB
alkej-620	72	5	to	to	ADP
alkej-620	72	6	a	a	DET
alkej-620	72	7	cascade	cascade	NOUN
alkej-620	72	8	implementation	implementation	NOUN
alkej-620	72	9	of	of	ADP
alkej-620	72	10	the	the	DET
alkej-620	72	11	inverse	inverse	NOUN
alkej-620	72	12	filtering	filtering	NOUN
alkej-620	72	13	and	and	CCONJ
alkej-620	72	14	the	the	DET
alkej-620	72	15	noise	noise	NOUN
alkej-620	72	16	smoothing	smoothing	NOUN
alkej-620	72	17	is	be	AUX
alkej-620	72	18	)	)	PUNCT
alkej-620	72	19	8	8	NUM
alkej-620	72	20	(	(	PUNCT
alkej-620	72	21	...	...	SYM
alkej-620	72	22	2	2	NUM
alkej-620	72	23	h	h	NOUN
alkej-620	72	24	ss	ss	NOUN
alkej-620	72	25	s	s	PROPN
alkej-620	72	26	nyy	nyy	PROPN
alkej-620	72	27	i	i	PROPN
alkej-620	72	28	m	m	PROPN
alkej-620	72	29			PROPN
alkej-620	72	30			NUM
alkej-620	72	31	which	which	PRON
alkej-620	72	32	is	be	AUX
alkej-620	72	33	a	a	DET
alkej-620	72	34	straightforward	straightforward	ADJ
alkej-620	72	35	result	result	NOUN
alkej-620	72	36	of	of	ADP
alkej-620	72	37	the	the	DET
alkej-620	72	38	fact	fact	NOUN
alkej-620	72	39	:	:	PUNCT
alkej-620	72	40	2	2	NUM
alkej-620	72	41	hsss	hsss	NOUN
alkej-620	72	42	imnyy	imnyy	NOUN
alkej-620	72	43			ADV
alkej-620	72	44	the	the	DET
alkej-620	72	45	power	power	NOUN
alkej-620	72	46	spectrum	spectrum	NOUN
alkej-620	72	47	syy	syy	VERB
alkej-620	72	48	can	can	AUX
alkej-620	72	49	be	be	AUX
alkej-620	72	50	estimated	estimate	VERB
alkej-620	72	51	directly	directly	ADV
alkej-620	72	52	from	from	ADP
alkej-620	72	53	the	the	DET
alkej-620	72	54	observation	observation	NOUN
alkej-620	72	55	using	use	VERB
alkej-620	72	56	the	the	DET
alkej-620	72	57	periodogram	periodogram	ADJ
alkej-620	72	58	estimate	estimate	NOUN
alkej-620	72	59	.	.	PUNCT
alkej-620	73	1	this	this	DET
alkej-620	73	2	estimate	estimate	NOUN
alkej-620	73	3	results	result	VERB
alkej-620	73	4	in	in	ADP
alkej-620	73	5	a	a	DET
alkej-620	73	6	cascade	cascade	NOUN
alkej-620	73	7	implementation	implementation	NOUN
alkej-620	73	8	of	of	ADP
alkej-620	73	9	inverse	inverse	NOUN
alkej-620	73	10	filtering	filtering	NOUN
alkej-620	73	11	and	and	CCONJ
alkej-620	73	12	noise	noise	NOUN
alkej-620	73	13	smoothing	smoothing	NOUN
alkej-620	73	14	:	:	PUNCT
alkej-620	73	15	)	)	PUNCT
alkej-620	73	16	9	9	NUM
alkej-620	73	17	(	(	PUNCT
alkej-620	73	18	...	...	SYM
alkej-620	73	19	1	1	NUM
alkej-620	73	20	)	)	PUNCT
alkej-620	73	21	,	,	PUNCT
alkej-620	73	22	(	(	PUNCT
alkej-620	73	23	per	per	ADP
alkej-620	73	24	yy	yy	X
alkej-620	73	25	n	n	CCONJ
alkej-620	73	26	per	per	ADP
alkej-620	73	27	yy	yy	PROPN
alkej-620	74	1	w	w	PROPN
alkej-620	74	2	s	s	PROPN
alkej-620	74	3	ss	ss	NOUN
alkej-620	74	4	h	h	PROPN
alkej-620	74	5	vur	vur	PROPN
alkej-620	74	6			PROPN
alkej-620	74	7			PROPN
alkej-620	74	8	4	4	NUM
alkej-620	74	9	.	.	PUNCT
alkej-620	74	10	image	image	NOUN
alkej-620	74	11	restoration	restoration	NOUN
alkej-620	74	12	using	use	VERB
alkej-620	74	13	regularized	regularize	VERB
alkej-620	74	14	inverse	inverse	NOUN
alkej-620	74	15	filtering	filtering	NOUN
alkej-620	74	16	and	and	CCONJ
alkej-620	74	17	wavelet	wavelet	NOUN
alkej-620	74	18	denoising	denoising	NOUN
alkej-620	74	19	although	although	SCONJ
alkej-620	74	20	the	the	DET
alkej-620	74	21	wiener	wiener	NOUN
alkej-620	74	22	filtering	filtering	NOUN
alkej-620	74	23	is	be	AUX
alkej-620	74	24	the	the	DET
alkej-620	74	25	optimal	optimal	ADJ
alkej-620	74	26	tradeoff	tradeoff	NOUN
alkej-620	74	27	of	of	ADP
alkej-620	74	28	inverse	inverse	NOUN
alkej-620	74	29	filtering	filtering	NOUN
alkej-620	74	30	and	and	CCONJ
alkej-620	74	31	noise	noise	NOUN
alkej-620	74	32	smoothing	smoothing	NOUN
alkej-620	74	33	,	,	PUNCT
alkej-620	74	34	in	in	ADP
alkej-620	74	35	the	the	DET
alkej-620	74	36	case	case	NOUN
alkej-620	74	37	when	when	SCONJ
alkej-620	74	38	the	the	DET
alkej-620	74	39	blurring	blur	VERB
alkej-620	74	40	filter	filter	NOUN
alkej-620	74	41	is	be	AUX
alkej-620	74	42	singular	singular	ADJ
alkej-620	74	43	,	,	PUNCT
alkej-620	74	44	the	the	DET
alkej-620	74	45	wiener	wiener	NOUN
alkej-620	74	46	filtering	filtering	NOUN
alkej-620	74	47	actually	actually	ADV
alkej-620	74	48	amplify	amplify	VERB
alkej-620	74	49	the	the	DET
alkej-620	74	50	noise	noise	NOUN
alkej-620	74	51	.	.	PUNCT
alkej-620	75	1	this	this	PRON
alkej-620	75	2	suggests	suggest	VERB
alkej-620	75	3	that	that	SCONJ
alkej-620	75	4	a	a	DET
alkej-620	75	5	denoising	denoise	VERB
alkej-620	75	6	step	step	NOUN
alkej-620	75	7	is	be	AUX
alkej-620	75	8	needed	need	VERB
alkej-620	75	9	to	to	PART
alkej-620	75	10	remove	remove	VERB
alkej-620	75	11	the	the	DET
alkej-620	75	12	amplified	amplify	VERB
alkej-620	75	13	noise	noise	NOUN
alkej-620	75	14	.	.	PUNCT
alkej-620	76	1	wavelet	wavelet	NOUN
alkej-620	76	2	-	-	PUNCT
alkej-620	76	3	based	base	VERB
alkej-620	76	4	denoising	denoising	NOUN
alkej-620	76	5	scheme	scheme	NOUN
alkej-620	77	1	,	,	PUNCT
alkej-620	77	2	a	a	DET
alkej-620	77	3	successful	successful	ADJ
alkej-620	77	4	approach	approach	NOUN
alkej-620	77	5	provides	provide	VERB
alkej-620	77	6	a	a	DET
alkej-620	77	7	natural	natural	ADJ
alkej-620	77	8	technique	technique	NOUN
alkej-620	77	9	for	for	ADP
alkej-620	77	10	this	this	DET
alkej-620	77	11	purpose	purpose	NOUN
alkej-620	77	12	.	.	PUNCT
alkej-620	78	1	therefore	therefore	ADV
alkej-620	78	2	,	,	PUNCT
alkej-620	78	3	the	the	DET
alkej-620	78	4	image	image	NOUN
alkej-620	78	5	restoration	restoration	NOUN
alkej-620	78	6	contains	contain	VERB
alkej-620	78	7	two	two	NUM
alkej-620	78	8	separate	separate	ADJ
alkej-620	78	9	steps	step	NOUN
alkej-620	78	10	:	:	PUNCT
alkej-620	78	11	fourier	fourier	ADJ
alkej-620	78	12	-	-	PUNCT
alkej-620	78	13	domain	domain	NOUN
alkej-620	78	14	inverse	inverse	NOUN
alkej-620	78	15	filtering	filtering	NOUN
alkej-620	78	16	and	and	CCONJ
alkej-620	78	17	wavelet	wavelet	NOUN
alkej-620	78	18	-	-	PUNCT
alkej-620	78	19	domain	domain	NOUN
alkej-620	78	20	image	image	NOUN
alkej-620	78	21	denoising	denoising	NOUN
alkej-620	78	22	.	.	PUNCT
alkej-620	79	1	the	the	DET
alkej-620	79	2	diagram	diagram	NOUN
alkej-620	79	3	is	be	AUX
alkej-620	79	4	shown	show	VERB
alkej-620	79	5	as	as	SCONJ
alkej-620	79	6	follows	follow	VERB
alkej-620	79	7	.	.	PUNCT
alkej-620	80	1	this	this	DET
alkej-620	80	2	page	page	NOUN
alkej-620	80	3	was	be	AUX
alkej-620	80	4	created	create	VERB
alkej-620	80	5	using	use	VERB
alkej-620	80	6	nitro	nitro	NOUN
alkej-620	80	7	pdf	pdf	NOUN
alkej-620	80	8	trial	trial	NOUN
alkej-620	80	9	software	software	NOUN
alkej-620	80	10	.	.	PUNCT
alkej-620	81	1	to	to	PART
alkej-620	81	2	purchase	purchase	VERB
alkej-620	81	3	,	,	PUNCT
alkej-620	81	4	go	go	VERB
alkej-620	81	5	to	to	ADP
alkej-620	81	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	81	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	81	8	mr	mr	PROPN
alkej-620	81	9	.	.	PROPN
alkej-620	81	10	firas	firas	PROPN
alkej-620	81	11	ali/	ali/	PROPN
alkej-620	81	12	al	al	PROPN
alkej-620	81	13	-	-	PUNCT
alkej-620	81	14	khwarizmi	khwarizmi	PROPN
alkej-620	81	15	engineering	engineering	NOUN
alkej-620	81	16	journal	journal	PROPN
alkej-620	81	17	,	,	PUNCT
alkej-620	81	18	vol.3	vol.3	PROPN
alkej-620	81	19	,	,	PUNCT
alkej-620	81	20	no	no	INTJ
alkej-620	81	21	.	.	NOUN
alkej-620	81	22	1	1	NUM
alkej-620	81	23	,	,	PUNCT
alkej-620	81	24	pp	pp	ADV
alkej-620	81	25	48	48	NUM
alkej-620	81	26	-	-	SYM
alkej-620	81	27	62	62	NUM
alkej-620	81	28	(	(	PUNCT
alkej-620	81	29	2007	2007	NUM
alkej-620	81	30	)	)	PUNCT
alkej-620	81	31	٥١	٥١	NUM
alkej-620	81	32	the	the	DET
alkej-620	81	33	approach	approach	NOUN
alkej-620	81	34	that	that	PRON
alkej-620	81	35	shown	show	VERB
alkej-620	81	36	in	in	ADP
alkej-620	81	37	fig.(1	fig.(1	PROPN
alkej-620	81	38	)	)	PUNCT
alkej-620	81	39	for	for	ADP
alkej-620	81	40	image	image	NOUN
alkej-620	81	41	restoration	restoration	NOUN
alkej-620	81	42	improves	improve	VERB
alkej-620	81	43	the	the	DET
alkej-620	81	44	performance	performance	NOUN
alkej-620	81	45	,	,	PUNCT
alkej-620	81	46	however	however	ADV
alkej-620	81	47	,	,	PUNCT
alkej-620	81	48	in	in	ADP
alkej-620	81	49	the	the	DET
alkej-620	81	50	case	case	NOUN
alkej-620	81	51	when	when	SCONJ
alkej-620	81	52	the	the	DET
alkej-620	81	53	blurring	blur	VERB
alkej-620	81	54	function	function	NOUN
alkej-620	81	55	is	be	AUX
alkej-620	81	56	not	not	PART
alkej-620	81	57	invertible	invertible	ADJ
alkej-620	81	58	,	,	PUNCT
alkej-620	81	59	the	the	DET
alkej-620	81	60	method	method	NOUN
alkej-620	81	61	is	be	AUX
alkej-620	81	62	not	not	PART
alkej-620	81	63	applicable	applicable	ADJ
alkej-620	81	64	.	.	PUNCT
alkej-620	82	1	furthermore	furthermore	ADV
alkej-620	82	2	,	,	PUNCT
alkej-620	82	3	since	since	SCONJ
alkej-620	82	4	the	the	DET
alkej-620	82	5	two	two	NUM
alkej-620	82	6	steps	step	NOUN
alkej-620	82	7	are	be	AUX
alkej-620	82	8	separate	separate	ADJ
alkej-620	82	9	,	,	PUNCT
alkej-620	82	10	there	there	PRON
alkej-620	82	11	is	be	VERB
alkej-620	82	12	no	no	DET
alkej-620	82	13	control	control	NOUN
alkej-620	82	14	over	over	ADP
alkej-620	82	15	the	the	DET
alkej-620	82	16	overall	overall	ADJ
alkej-620	82	17	performance	performance	NOUN
alkej-620	82	18	of	of	ADP
alkej-620	82	19	the	the	DET
alkej-620	82	20	restoration	restoration	NOUN
alkej-620	82	21	.	.	PUNCT
alkej-620	83	1	so	so	ADV
alkej-620	83	2	a	a	DET
alkej-620	83	3	wavelet	wavelet	NOUN
alkej-620	83	4	-	-	PUNCT
alkej-620	83	5	based	base	VERB
alkej-620	83	6	deconvolution	deconvolution	NOUN
alkej-620	83	7	technique	technique	NOUN
alkej-620	83	8	for	for	ADP
alkej-620	83	9	illconditioned	illconditioned	ADJ
alkej-620	83	10	systems	system	NOUN
alkej-620	83	11	can	can	AUX
alkej-620	83	12	be	be	AUX
alkej-620	83	13	proposed	propose	VERB
alkej-620	83	14	.	.	PUNCT
alkej-620	84	1	the	the	DET
alkej-620	84	2	idea	idea	NOUN
alkej-620	84	3	is	be	AUX
alkej-620	84	4	simple	simple	ADJ
alkej-620	84	5	:	:	PUNCT
alkej-620	84	6	employ	employ	VERB
alkej-620	84	7	both	both	DET
alkej-620	84	8	fourier	fourier	ADJ
alkej-620	84	9	-	-	PUNCT
alkej-620	84	10	domain	domain	NOUN
alkej-620	84	11	wiener	wiener	NOUN
alkej-620	84	12	-	-	PUNCT
alkej-620	84	13	like	like	NOUN
alkej-620	84	14	and	and	CCONJ
alkej-620	84	15	wavelet	wavelet	NOUN
alkej-620	84	16	-	-	PUNCT
alkej-620	84	17	domain	domain	NOUN
alkej-620	84	18	regularization	regularization	NOUN
alkej-620	84	19	.	.	PUNCT
alkej-620	85	1	the	the	DET
alkej-620	85	2	regularized	regularize	VERB
alkej-620	85	3	inverse	inverse	NOUN
alkej-620	85	4	filter	filter	NOUN
alkej-620	85	5	is	be	AUX
alkej-620	85	6	introduced	introduce	VERB
alkej-620	85	7	by	by	ADP
alkej-620	85	8	modifying	modify	VERB
alkej-620	85	9	the	the	DET
alkej-620	85	10	wiener	wiener	NOUN
alkej-620	85	11	filter	filter	NOUN
alkej-620	85	12	given	give	VERB
alkej-620	85	13	in	in	ADP
alkej-620	85	14	equation	equation	NOUN
alkej-620	85	15	(	(	PUNCT
alkej-620	85	16	6	6	NUM
alkej-620	85	17	)	)	PUNCT
alkej-620	85	18	with	with	ADP
alkej-620	85	19	a	a	DET
alkej-620	85	20	new	new	ADV
alkej-620	85	21	-	-	PUNCT
alkej-620	85	22	introduced	introduce	VERB
alkej-620	85	23	parameter	parameter	NOUN
alkej-620	85	24	α	α	NOUN
alkej-620	85	25	:	:	PUNCT
alkej-620	85	26	)	)	PUNCT
alkej-620	85	27	10	10	NUM
alkej-620	85	28	(	(	PUNCT
alkej-620	85	29	...	...	SYM
alkej-620	85	30	2	2	NUM
alkej-620	85	31	nim	nim	NOUN
alkej-620	86	1	i	i	PRON
alkej-620	86	2	m	m	VERB
alkej-620	86	3	ssh	ssh	NOUN
alkej-620	86	4	sh	sh	NOUN
alkej-620	86	5	g	g	NOUN
alkej-620	86	6			X
alkej-620	86	7			PROPN
alkej-620	86	8			ADV
alkej-620	86	9			PROPN
alkej-620	86	10			NOUN
alkej-620	86	11	the	the	DET
alkej-620	86	12	parameter	parameter	NOUN
alkej-620	86	13	α	α	PROPN
alkej-620	86	14	can	can	AUX
alkej-620	86	15	be	be	AUX
alkej-620	86	16	optimally	optimally	ADV
alkej-620	86	17	selected	select	VERB
alkej-620	86	18	to	to	PART
alkej-620	86	19	minimize	minimize	VERB
alkej-620	86	20	the	the	DET
alkej-620	86	21	overall	overall	ADJ
alkej-620	86	22	meansquare	meansquare	NOUN
alkej-620	86	23	error	error	NOUN
alkej-620	86	24	.	.	PUNCT
alkej-620	87	1	the	the	DET
alkej-620	87	2	diagram	diagram	NOUN
alkej-620	87	3	of	of	ADP
alkej-620	87	4	the	the	DET
alkej-620	87	5	algorithm	algorithm	NOUN
alkej-620	87	6	is	be	AUX
alkej-620	87	7	displayed	display	VERB
alkej-620	87	8	as	as	SCONJ
alkej-620	87	9	follows	follow	VERB
alkej-620	87	10	:	:	PUNCT
alkej-620	87	11	.	.	PUNCT
alkej-620	88	1	5	5	X
alkej-620	88	2	.	.	X
alkej-620	88	3	discrete	discrete	ADJ
alkej-620	88	4	wavelet	wavelet	NOUN
alkej-620	88	5	transform	transform	NOUN
alkej-620	88	6	the	the	DET
alkej-620	88	7	dwt	dwt	NOUN
alkej-620	88	8	is	be	AUX
alkej-620	88	9	identical	identical	ADJ
alkej-620	88	10	to	to	ADP
alkej-620	88	11	a	a	DET
alkej-620	88	12	hierarchical	hierarchical	ADJ
alkej-620	88	13	subband	subband	NOUN
alkej-620	88	14	system	system	NOUN
alkej-620	88	15	where	where	SCONJ
alkej-620	88	16	the	the	DET
alkej-620	88	17	subbands	subband	NOUN
alkej-620	88	18	are	be	AUX
alkej-620	88	19	logarithmically	logarithmically	ADV
alkej-620	88	20	spaced	space	VERB
alkej-620	88	21	in	in	ADP
alkej-620	88	22	frequency	frequency	NOUN
alkej-620	88	23	and	and	CCONJ
alkej-620	88	24	represent	represent	VERB
alkej-620	88	25	octave	octave	ADJ
alkej-620	88	26	-	-	PUNCT
alkej-620	88	27	band	band	NOUN
alkej-620	88	28	decomposition	decomposition	NOUN
alkej-620	88	29	.	.	PUNCT
alkej-620	89	1	due	due	ADP
alkej-620	89	2	to	to	ADP
alkej-620	89	3	the	the	DET
alkej-620	89	4	decomposition	decomposition	NOUN
alkej-620	89	5	of	of	ADP
alkej-620	89	6	an	an	DET
alkej-620	89	7	image	image	NOUN
alkej-620	89	8	using	use	VERB
alkej-620	89	9	the	the	DET
alkej-620	89	10	dwt	dwt	NOUN
alkej-620	90	1	[	[	X
alkej-620	90	2	1	1	NUM
alkej-620	90	3	]	]	PUNCT
alkej-620	90	4	the	the	DET
alkej-620	90	5	original	original	ADJ
alkej-620	90	6	image	image	NOUN
alkej-620	90	7	is	be	AUX
alkej-620	90	8	transformed	transform	VERB
alkej-620	90	9	into	into	ADP
alkej-620	90	10	four	four	NUM
alkej-620	90	11	pieces	piece	NOUN
alkej-620	90	12	which	which	PRON
alkej-620	90	13	is	be	AUX
alkej-620	90	14	normally	normally	ADV
alkej-620	90	15	labeled	label	VERB
alkej-620	90	16	as	as	ADP
alkej-620	90	17	ll	ll	NOUN
alkej-620	90	18	,	,	PUNCT
alkej-620	90	19	lh	lh	PROPN
alkej-620	90	20	,	,	PUNCT
alkej-620	90	21	hl	hl	NOUN
alkej-620	90	22	and	and	CCONJ
alkej-620	90	23	hh	hh	PROPN
alkej-620	90	24	as	as	ADP
alkej-620	90	25	in	in	ADP
alkej-620	90	26	the	the	DET
alkej-620	90	27	schematic	schematic	ADJ
alkej-620	90	28	depicted	depict	VERB
alkej-620	90	29	in	in	ADP
alkej-620	90	30	fig	fig	NOUN
alkej-620	90	31	.	.	PUNCT
alkej-620	91	1	(	(	PUNCT
alkej-620	91	2	3	3	NUM
alkej-620	91	3	a.	a.	NOUN
alkej-620	91	4	)	)	PUNCT
alkej-620	91	5	.	.	PUNCT
alkej-620	92	1	the	the	DET
alkej-620	92	2	ll	ll	NOUN
alkej-620	92	3	subband	subband	NOUN
alkej-620	92	4	can	can	AUX
alkej-620	92	5	be	be	AUX
alkej-620	92	6	further	far	ADV
alkej-620	92	7	decomposed	decompose	VERB
alkej-620	92	8	into	into	ADP
alkej-620	92	9	four	four	NUM
alkej-620	92	10	subbands	subband	NOUN
alkej-620	92	11	labeled	label	VERB
alkej-620	92	12	as	as	ADP
alkej-620	92	13	ll2	ll2	NOUN
alkej-620	92	14	,	,	PUNCT
alkej-620	92	15	lh2	lh2	NOUN
alkej-620	92	16	,	,	PUNCT
alkej-620	92	17	hl2	hl2	NOUN
alkej-620	92	18	and	and	CCONJ
alkej-620	92	19	hh2	hh2	NOUN
alkej-620	92	20	as	as	SCONJ
alkej-620	92	21	shown	show	VERB
alkej-620	92	22	in	in	ADP
alkej-620	92	23	fig.3	fig.3	PROPN
alkej-620	92	24	b.	b.	PROPN
alkej-620	92	25	inverse	inverse	NOUN
alkej-620	92	26	filtering	filtering	NOUN
alkej-620	92	27	wavelet	wavelet	NOUN
alkej-620	92	28	denoising	denoising	PROPN
alkej-620	92	29	)	)	PUNCT
alkej-620	92	30	,	,	PUNCT
alkej-620	92	31	(	(	PUNCT
alkej-620	92	32	yxd	yxd	NOUN
alkej-620	92	33	)	)	PUNCT
alkej-620	92	34	,	,	PUNCT
alkej-620	92	35	(	(	PUNCT
alkej-620	92	36	ˆ	ˆ	ADJ
alkej-620	92	37	yxf	yxf	NOUN
alkej-620	92	38	)	)	PUNCT
alkej-620	92	39	,	,	PUNCT
alkej-620	92	40	(	(	PUNCT
alkej-620	92	41	~	~	PUNCT
alkej-620	92	42	yxf	yxf	NOUN
alkej-620	92	43	fig.(1	fig.(1	NUM
alkej-620	92	44	)	)	PUNCT
alkej-620	92	45	block	block	NOUN
alkej-620	92	46	diagram	diagram	NOUN
alkej-620	92	47	of	of	ADP
alkej-620	92	48	image	image	NOUN
alkej-620	92	49	restoration	restoration	NOUN
alkej-620	92	50	using	use	VERB
alkej-620	92	51	inverse	inverse	NOUN
alkej-620	92	52	filtering	filtering	NOUN
alkej-620	92	53	and	and	CCONJ
alkej-620	92	54	wavelet	wavelet	NOUN
alkej-620	92	55	denoising	denoising	NOUN
alkej-620	92	56	regularized	regularize	VERB
alkej-620	92	57	inverse	inverse	NOUN
alkej-620	92	58	gα	gα	ADP
alkej-620	92	59	wavelet	wavelet	NOUN
alkej-620	92	60	denoising	denoising	NOUN
alkej-620	92	61	)	)	PUNCT
alkej-620	92	62	,	,	PUNCT
alkej-620	92	63	(	(	PUNCT
alkej-620	92	64	yxd	yxd	NOUN
alkej-620	92	65	)	)	PUNCT
alkej-620	92	66	,	,	PUNCT
alkej-620	92	67	(	(	PUNCT
alkej-620	92	68	ˆ	ˆ	ADJ
alkej-620	92	69	yxf	yxf	NOUN
alkej-620	92	70	)	)	PUNCT
alkej-620	92	71	,	,	PUNCT
alkej-620	92	72	(	(	PUNCT
alkej-620	92	73	~	~	PUNCT
alkej-620	92	74	yxf	yxf	NUM
alkej-620	92	75	fig.(2	fig.(2	NUM
alkej-620	92	76	)	)	PUNCT
alkej-620	92	77	block	block	NOUN
alkej-620	92	78	diagram	diagram	NOUN
alkej-620	92	79	of	of	ADP
alkej-620	92	80	image	image	NOUN
alkej-620	92	81	restoration	restoration	NOUN
alkej-620	92	82	using	use	VERB
alkej-620	92	83	regularized	regularize	VERB
alkej-620	92	84	inverse	inverse	NOUN
alkej-620	92	85	filtering	filtering	NOUN
alkej-620	92	86	and	and	CCONJ
alkej-620	92	87	wavelet	wavelet	NOUN
alkej-620	92	88	denoising	denoising	NOUN
alkej-620	92	89	this	this	DET
alkej-620	92	90	page	page	NOUN
alkej-620	92	91	was	be	AUX
alkej-620	92	92	created	create	VERB
alkej-620	92	93	using	use	VERB
alkej-620	92	94	nitro	nitro	NOUN
alkej-620	92	95	pdf	pdf	NOUN
alkej-620	92	96	trial	trial	NOUN
alkej-620	92	97	software	software	NOUN
alkej-620	92	98	.	.	PUNCT
alkej-620	93	1	to	to	PART
alkej-620	93	2	purchase	purchase	VERB
alkej-620	93	3	,	,	PUNCT
alkej-620	93	4	go	go	VERB
alkej-620	93	5	to	to	ADP
alkej-620	93	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	93	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	93	8	mr	mr	PROPN
alkej-620	93	9	.	.	PROPN
alkej-620	93	10	firas	firas	PROPN
alkej-620	93	11	ali/	ali/	PROPN
alkej-620	93	12	al	al	PROPN
alkej-620	93	13	-	-	PUNCT
alkej-620	93	14	khwarizmi	khwarizmi	PROPN
alkej-620	93	15	engineering	engineering	NOUN
alkej-620	93	16	journal	journal	PROPN
alkej-620	93	17	,	,	PUNCT
alkej-620	93	18	vol.3	vol.3	PROPN
alkej-620	93	19	,	,	PUNCT
alkej-620	93	20	no	no	INTJ
alkej-620	93	21	.	.	NOUN
alkej-620	93	22	1	1	NUM
alkej-620	93	23	,	,	PUNCT
alkej-620	93	24	pp	pp	ADV
alkej-620	93	25	48	48	NUM
alkej-620	93	26	-	-	SYM
alkej-620	93	27	62	62	NUM
alkej-620	93	28	(	(	PUNCT
alkej-620	93	29	2007	2007	NUM
alkej-620	93	30	)	)	PUNCT
alkej-620	93	31	٥٢	٥٢	NOUN
alkej-620	93	32	the	the	DET
alkej-620	93	33	ll	ll	NOUN
alkej-620	93	34	piece	piece	NOUN
alkej-620	93	35	comes	come	VERB
alkej-620	93	36	from	from	ADP
alkej-620	93	37	low	low	ADJ
alkej-620	93	38	pass	pass	NOUN
alkej-620	93	39	filtering	filtering	NOUN
alkej-620	93	40	in	in	ADP
alkej-620	93	41	both	both	DET
alkej-620	93	42	directions	direction	NOUN
alkej-620	93	43	and	and	CCONJ
alkej-620	93	44	it	it	PRON
alkej-620	93	45	is	be	AUX
alkej-620	93	46	the	the	DET
alkej-620	93	47	most	most	ADV
alkej-620	93	48	like	like	INTJ
alkej-620	93	49	original	original	ADJ
alkej-620	93	50	picture	picture	NOUN
alkej-620	93	51	and	and	CCONJ
alkej-620	93	52	so	so	ADV
alkej-620	93	53	is	be	AUX
alkej-620	93	54	called	call	VERB
alkej-620	93	55	the	the	DET
alkej-620	93	56	approximation	approximation	NOUN
alkej-620	93	57	.	.	PUNCT
alkej-620	94	1	the	the	DET
alkej-620	94	2	remaining	remain	VERB
alkej-620	94	3	pieces	piece	NOUN
alkej-620	94	4	are	be	AUX
alkej-620	94	5	called	call	VERB
alkej-620	94	6	detailed	detailed	ADJ
alkej-620	94	7	components	component	NOUN
alkej-620	94	8	.	.	PUNCT
alkej-620	95	1	the	the	DET
alkej-620	95	2	hl	hl	NOUN
alkej-620	95	3	comes	come	VERB
alkej-620	95	4	from	from	ADP
alkej-620	95	5	low	low	ADJ
alkej-620	95	6	pass	pass	NOUN
alkej-620	95	7	filtering	filtering	NOUN
alkej-620	95	8	in	in	ADP
alkej-620	95	9	the	the	DET
alkej-620	95	10	vertical	vertical	ADJ
alkej-620	95	11	direction	direction	NOUN
alkej-620	95	12	and	and	CCONJ
alkej-620	95	13	high	high	ADJ
alkej-620	95	14	pass	pass	NOUN
alkej-620	95	15	filtering	filtering	NOUN
alkej-620	95	16	in	in	ADP
alkej-620	95	17	the	the	DET
alkej-620	95	18	horizontal	horizontal	ADJ
alkej-620	95	19	direction	direction	NOUN
alkej-620	95	20	and	and	CCONJ
alkej-620	95	21	so	so	ADV
alkej-620	95	22	has	have	VERB
alkej-620	95	23	the	the	DET
alkej-620	95	24	label	label	NOUN
alkej-620	95	25	hl	hl	NOUN
alkej-620	95	26	.	.	PUNCT
alkej-620	96	1	the	the	DET
alkej-620	96	2	visible	visible	ADJ
alkej-620	96	3	detail	detail	NOUN
alkej-620	96	4	in	in	ADP
alkej-620	96	5	the	the	DET
alkej-620	96	6	sub	sub	NOUN
alkej-620	96	7	-	-	NOUN
alkej-620	96	8	image	image	NOUN
alkej-620	96	9	,	,	PUNCT
alkej-620	96	10	such	such	ADJ
alkej-620	96	11	as	as	ADP
alkej-620	96	12	edges	edge	NOUN
alkej-620	96	13	,	,	PUNCT
alkej-620	96	14	have	have	VERB
alkej-620	96	15	an	an	DET
alkej-620	96	16	overall	overall	ADJ
alkej-620	96	17	vertical	vertical	ADJ
alkej-620	96	18	orientation	orientation	NOUN
alkej-620	96	19	since	since	SCONJ
alkej-620	96	20	their	their	PRON
alkej-620	96	21	alignment	alignment	NOUN
alkej-620	96	22	is	be	AUX
alkej-620	96	23	perpendicular	perpendicular	ADJ
alkej-620	96	24	to	to	ADP
alkej-620	96	25	the	the	DET
alkej-620	96	26	direction	direction	NOUN
alkej-620	96	27	,	,	PUNCT
alkej-620	96	28	of	of	ADP
alkej-620	96	29	the	the	DET
alkej-620	96	30	high	high	ADJ
alkej-620	96	31	pass	pass	NOUN
alkej-620	96	32	filtering	filtering	NOUN
alkej-620	96	33	and	and	CCONJ
alkej-620	96	34	they	they	PRON
alkej-620	96	35	are	be	AUX
alkej-620	96	36	called	call	VERB
alkej-620	96	37	vertical	vertical	ADJ
alkej-620	96	38	details	detail	NOUN
alkej-620	96	39	.	.	PUNCT
alkej-620	97	1	the	the	DET
alkej-620	97	2	remaining	remain	VERB
alkej-620	97	3	components	component	NOUN
alkej-620	97	4	have	have	VERB
alkej-620	97	5	analogous	analogous	ADJ
alkej-620	97	6	explanations	explanation	NOUN
alkej-620	97	7	.	.	PUNCT
alkej-620	98	1	the	the	DET
alkej-620	98	2	filters	filter	NOUN
alkej-620	98	3	ld	ld	PROPN
alkej-620	98	4	and	and	CCONJ
alkej-620	98	5	hd	hd	NOUN
alkej-620	98	6	shown	show	VERB
alkej-620	98	7	in	in	ADP
alkej-620	98	8	fig	fig	NOUN
alkej-620	98	9	.	.	PUNCT
alkej-620	98	10	4	4	NUM
alkej-620	98	11	are	be	AUX
alkej-620	98	12	one	one	NUM
alkej-620	98	13	-	-	PUNCT
alkej-620	98	14	dimensional	dimensional	ADJ
alkej-620	98	15	low	low	ADJ
alkej-620	98	16	pass	pass	NOUN
alkej-620	98	17	filter	filter	NOUN
alkej-620	98	18	(	(	PUNCT
alkej-620	98	19	lpf	lpf	PROPN
alkej-620	98	20	)	)	PUNCT
alkej-620	98	21	and	and	CCONJ
alkej-620	98	22	high	high	ADJ
alkej-620	98	23	pass	pass	NOUN
alkej-620	98	24	filter	filter	NOUN
alkej-620	98	25	(	(	PUNCT
alkej-620	98	26	hpf	hpf	NOUN
alkej-620	98	27	)	)	PUNCT
alkej-620	98	28	respectively	respectively	ADV
alkej-620	98	29	for	for	ADP
alkej-620	98	30	image	image	NOUN
alkej-620	98	31	decomposition	decomposition	NOUN
alkej-620	98	32	.	.	PUNCT
alkej-620	99	1	to	to	PART
alkej-620	99	2	obtain	obtain	VERB
alkej-620	99	3	the	the	DET
alkej-620	99	4	next	next	ADJ
alkej-620	99	5	level	level	NOUN
alkej-620	99	6	of	of	ADP
alkej-620	99	7	decomposition	decomposition	NOUN
alkej-620	99	8	,	,	PUNCT
alkej-620	99	9	sub	sub	NOUN
alkej-620	99	10	band	band	NOUN
alkej-620	99	11	ll1	ll1	ADV
alkej-620	99	12	alone	alone	ADV
alkej-620	99	13	is	be	AUX
alkej-620	99	14	further	far	ADV
alkej-620	99	15	decomposed	decompose	VERB
alkej-620	99	16	.	.	PUNCT
alkej-620	100	1	this	this	DET
alkej-620	100	2	process	process	NOUN
alkej-620	100	3	continues	continue	VERB
alkej-620	100	4	until	until	SCONJ
alkej-620	100	5	some	some	DET
alkej-620	100	6	final	final	ADJ
alkej-620	100	7	ll1	ll1	NOUN
alkej-620	100	8	hl1	hl1	PROPN
alkej-620	100	9	lh1	lh1	PROPN
alkej-620	100	10	hh1	hh1	VERB
alkej-620	100	11	hl1	hl1	PROPN
alkej-620	100	12	lh1	lh1	PROPN
alkej-620	101	1	hh1	hh1	VERB
alkej-620	101	2	ll2	ll2	NOUN
alkej-620	101	3	hl2	hl2	PROPN
alkej-620	101	4	lh2	lh2	PROPN
alkej-620	101	5	hh2	hh2	NOUN
alkej-620	101	6	(	(	PUNCT
alkej-620	101	7	a	a	X
alkej-620	101	8	)	)	PUNCT
alkej-620	101	9	one	one	NUM
alkej-620	101	10	-	-	PUNCT
alkej-620	101	11	level	level	NOUN
alkej-620	101	12	(	(	PUNCT
alkej-620	101	13	b	b	NOUN
alkej-620	101	14	)	)	PUNCT
alkej-620	101	15	two	two	NUM
alkej-620	101	16	-level	-level	NOUN
alkej-620	101	17	fig	fig	NOUN
alkej-620	101	18	.	.	PUNCT
alkej-620	102	1	3	3	NUM
alkej-620	102	2	image	image	NOUN
alkej-620	102	3	decomposition	decomposition	NOUN
alkej-620	102	4	by	by	ADP
alkej-620	102	5	using	use	VERB
alkej-620	102	6	dwt	dwt	NOUN
alkej-620	102	7	this	this	DET
alkej-620	102	8	page	page	NOUN
alkej-620	102	9	was	be	AUX
alkej-620	102	10	created	create	VERB
alkej-620	102	11	using	use	VERB
alkej-620	102	12	nitro	nitro	NOUN
alkej-620	102	13	pdf	pdf	NOUN
alkej-620	102	14	trial	trial	NOUN
alkej-620	102	15	software	software	NOUN
alkej-620	102	16	.	.	PUNCT
alkej-620	103	1	to	to	PART
alkej-620	103	2	purchase	purchase	VERB
alkej-620	103	3	,	,	PUNCT
alkej-620	103	4	go	go	VERB
alkej-620	103	5	to	to	ADP
alkej-620	103	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	103	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	103	8	mr	mr	PROPN
alkej-620	103	9	.	.	PROPN
alkej-620	103	10	firas	firas	PROPN
alkej-620	103	11	ali/	ali/	PROPN
alkej-620	103	12	al	al	PROPN
alkej-620	103	13	-	-	PUNCT
alkej-620	103	14	khwarizmi	khwarizmi	PROPN
alkej-620	103	15	engineering	engineering	NOUN
alkej-620	103	16	journal	journal	PROPN
alkej-620	103	17	,	,	PUNCT
alkej-620	103	18	vol.3	vol.3	PROPN
alkej-620	103	19	,	,	PUNCT
alkej-620	103	20	no	no	INTJ
alkej-620	103	21	.	.	NOUN
alkej-620	103	22	1	1	NUM
alkej-620	103	23	,	,	PUNCT
alkej-620	103	24	pp	pp	ADV
alkej-620	103	25	48	48	NUM
alkej-620	103	26	-	-	SYM
alkej-620	103	27	62	62	NUM
alkej-620	103	28	(	(	PUNCT
alkej-620	103	29	2007	2007	NUM
alkej-620	103	30	)	)	PUNCT
alkej-620	103	31	٥٣	٥٣	NUM
alkej-620	103	32	scale	scale	NOUN
alkej-620	103	33	is	be	AUX
alkej-620	103	34	reached	reach	VERB
alkej-620	103	35	.	.	PUNCT
alkej-620	104	1	the	the	DET
alkej-620	104	2	decomposed	decompose	VERB
alkej-620	104	3	image	image	NOUN
alkej-620	104	4	can	can	AUX
alkej-620	104	5	be	be	AUX
alkej-620	104	6	reconstructed	reconstruct	VERB
alkej-620	104	7	using	use	VERB
alkej-620	104	8	a	a	DET
alkej-620	104	9	reconstruction	reconstruction	NOUN
alkej-620	104	10	filter	filter	NOUN
alkej-620	104	11	as	as	SCONJ
alkej-620	104	12	shown	show	VERB
alkej-620	104	13	in	in	ADP
alkej-620	104	14	fig	fig	NOUN
alkej-620	104	15	.	.	PUNCT
alkej-620	105	1	5	5	X
alkej-620	105	2	.	.	X
alkej-620	105	3	here	here	ADV
alkej-620	105	4	,	,	PUNCT
alkej-620	105	5	the	the	DET
alkej-620	105	6	filters	filter	NOUN
alkej-620	105	7	lr	lr	INTJ
alkej-620	105	8	and	and	CCONJ
alkej-620	105	9	hr	hr	NOUN
alkej-620	105	10	represent	represent	VERB
alkej-620	105	11	low	low	ADJ
alkej-620	105	12	pass	pass	NOUN
alkej-620	105	13	and	and	CCONJ
alkej-620	105	14	high	high	ADJ
alkej-620	105	15	pass	pass	NOUN
alkej-620	105	16	reconstruction	reconstruction	NOUN
alkej-620	105	17	filters	filter	NOUN
alkej-620	105	18	respectively	respectively	ADV
alkej-620	105	19	.	.	PUNCT
alkej-620	106	1	here	here	ADV
alkej-620	106	2	,	,	PUNCT
alkej-620	106	3	since	since	SCONJ
alkej-620	106	4	the	the	DET
alkej-620	106	5	image	image	NOUN
alkej-620	106	6	size	size	NOUN
alkej-620	106	7	is	be	AUX
alkej-620	106	8	not	not	PART
alkej-620	106	9	changed	change	VERB
alkej-620	106	10	after	after	ADP
alkej-620	106	11	decomposition	decomposition	NOUN
alkej-620	106	12	this	this	DET
alkej-620	106	13	dwt	dwt	NOUN
alkej-620	106	14	is	be	AUX
alkej-620	106	15	called	call	VERB
alkej-620	106	16	critically	critically	ADV
alkej-620	106	17	sampled	sample	VERB
alkej-620	106	18	transform	transform	NOUN
alkej-620	106	19	without	without	ADP
alkej-620	106	20	having	have	VERB
alkej-620	106	21	any	any	DET
alkej-620	106	22	redundancy	redundancy	NOUN
alkej-620	106	23	.	.	PUNCT
alkej-620	107	1	6	6	X
alkej-620	107	2	.	.	X
alkej-620	107	3	wavelet	wavelet	NOUN
alkej-620	107	4	thresholding	thresholding	NOUN
alkej-620	107	5	let	let	VERB
alkej-620	107	6	f={fij	f={fij	PROPN
alkej-620	107	7	,	,	PUNCT
alkej-620	107	8	i	i	PRON
alkej-620	107	9	,	,	PUNCT
alkej-620	107	10	j=1,2,	j=1,2,	PROPN
alkej-620	107	11	....	....	PROPN
alkej-620	107	12	m	m	NOUN
alkej-620	107	13	}	}	PUNCT
alkej-620	107	14	denotes	denote	VERB
alkej-620	107	15	a	a	DET
alkej-620	107	16	m	m	NOUN
alkej-620	107	17	x	x	NOUN
alkej-620	107	18	m	m	NOUN
alkej-620	107	19	matrix	matrix	NOUN
alkej-620	107	20	of	of	ADP
alkej-620	107	21	original	original	ADJ
alkej-620	107	22	image	image	NOUN
alkej-620	107	23	to	to	PART
alkej-620	107	24	be	be	AUX
alkej-620	107	25	recovered	recover	VERB
alkej-620	107	26	and	and	CCONJ
alkej-620	107	27	m	m	VERB
alkej-620	107	28	is	be	AUX
alkej-620	107	29	some	some	DET
alkej-620	107	30	integer	integer	NOUN
alkej-620	107	31	power	power	NOUN
alkej-620	107	32	of	of	ADP
alkej-620	107	33	2	2	NUM
alkej-620	107	34	.	.	PUNCT
alkej-620	107	35	during	during	ADP
alkej-620	107	36	the	the	DET
alkej-620	107	37	transmission	transmission	NOUN
alkej-620	107	38	,	,	PUNCT
alkej-620	107	39	the	the	DET
alkej-620	107	40	signal	signal	NOUN
alkej-620	107	41	f	f	PROPN
alkej-620	107	42	is	be	AUX
alkej-620	107	43	corrupted	corrupt	VERB
alkej-620	107	44	by	by	ADP
alkej-620	107	45	independent	independent	ADJ
alkej-620	107	46	and	and	CCONJ
alkej-620	107	47	identically	identically	ADV
alkej-620	107	48	distributed	distribute	VERB
alkej-620	107	49	(	(	PUNCT
alkej-620	107	50	i.i.d	i.i.d	ADJ
alkej-620	107	51	)	)	PUNCT
alkej-620	107	52	zero	zero	NUM
alkej-620	108	1	mean	mean	VERB
alkej-620	108	2	,	,	PUNCT
alkej-620	108	3	white	white	ADJ
alkej-620	108	4	gaussian	gaussian	PROPN
alkej-620	108	5	noise	noise	NOUN
alkej-620	108	6	nij	nij	PROPN
alkej-620	108	7	with	with	ADP
alkej-620	108	8	standard	standard	ADJ
alkej-620	108	9	deviation	deviation	NOUN
alkej-620	108	10	σ	σ	NOUN
alkej-620	108	11	,	,	PUNCT
alkej-620	108	12	and	and	CCONJ
alkej-620	108	13	at	at	ADP
alkej-620	108	14	the	the	DET
alkej-620	108	15	receiver	receiver	ADJ
alkej-620	108	16	end	end	NOUN
alkej-620	108	17	,	,	PUNCT
alkej-620	108	18	the	the	DET
alkej-620	108	19	noisy	noisy	ADJ
alkej-620	108	20	observation	observation	NOUN
alkej-620	108	21	dij	dij	NOUN
alkej-620	108	22	=	=	NOUN
alkej-620	108	23	fij+nij	fij+nij	PROPN
alkej-620	108	24	is	be	AUX
alkej-620	108	25	obtained	obtain	VERB
alkej-620	108	26	.	.	PUNCT
alkej-620	109	1	the	the	DET
alkej-620	109	2	goal	goal	NOUN
alkej-620	109	3	is	be	AUX
alkej-620	109	4	to	to	PART
alkej-620	109	5	estimate	estimate	VERB
alkej-620	109	6	the	the	DET
alkej-620	109	7	signal	signal	NOUN
alkej-620	109	8	f	f	PROPN
alkej-620	109	9	from	from	ADP
alkej-620	109	10	the	the	DET
alkej-620	109	11	noisy	noisy	ADJ
alkej-620	109	12	observations	observation	NOUN
alkej-620	109	13	dij	dij	VERB
alkej-620	109	14	such	such	ADJ
alkej-620	109	15	that	that	SCONJ
alkej-620	109	16	the	the	DET
alkej-620	109	17	mean	mean	ADJ
alkej-620	109	18	square	square	ADJ
alkej-620	109	19	error	error	NOUN
alkej-620	109	20	(	(	PUNCT
alkej-620	109	21	mse	mse	NOUN
alkej-620	109	22	)	)	PUNCT
alkej-620	109	23	is	be	AUX
alkej-620	109	24	minimum	minimum	ADJ
alkej-620	109	25	.	.	PUNCT
alkej-620	110	1	to	to	PART
alkej-620	110	2	achieve	achieve	VERB
alkej-620	110	3	this	this	PRON
alkej-620	110	4	the	the	DET
alkej-620	110	5	dij	dij	NOUN
alkej-620	110	6	is	be	AUX
alkej-620	110	7	transformed	transform	VERB
alkej-620	110	8	into	into	ADP
alkej-620	110	9	wavelet	wavelet	NOUN
alkej-620	110	10	domain	domain	NOUN
alkej-620	110	11	,	,	PUNCT
alkej-620	110	12	which	which	PRON
alkej-620	110	13	decomposes	decompose	VERB
alkej-620	110	14	the	the	DET
alkej-620	110	15	dij	dij	NOUN
alkej-620	110	16	into	into	ADP
alkej-620	110	17	many	many	ADJ
alkej-620	110	18	subbands	subband	NOUN
alkej-620	110	19	as	as	SCONJ
alkej-620	110	20	explained	explain	VERB
alkej-620	110	21	in	in	ADP
alkej-620	110	22	section	section	NOUN
alkej-620	110	23	5	5	NUM
alkej-620	110	24	,	,	PUNCT
alkej-620	110	25	which	which	PRON
alkej-620	110	26	separates	separate	VERB
alkej-620	110	27	the	the	DET
alkej-620	110	28	signal	signal	NOUN
alkej-620	110	29	into	into	ADP
alkej-620	110	30	so	so	ADV
alkej-620	110	31	many	many	ADJ
alkej-620	110	32	frequency	frequency	NOUN
alkej-620	110	33	bands	band	NOUN
alkej-620	110	34	.	.	PUNCT
alkej-620	111	1	the	the	DET
alkej-620	111	2	small	small	ADJ
alkej-620	111	3	coefficients	coefficient	NOUN
alkej-620	111	4	in	in	ADP
alkej-620	111	5	the	the	DET
alkej-620	111	6	ld	ld	PROPN
alkej-620	111	7	hd	hd	PROPN
alkej-620	111	8	2	2	NUM
alkej-620	111	9	٢	٢	AUX
alkej-620	111	10	hd	hd	PROPN
alkej-620	111	11	ld	ld	PROPN
alkej-620	111	12	ld	ld	PROPN
alkej-620	111	13	hd	hd	PROPN
alkej-620	111	14	٢	٢	ADP
alkej-620	111	15	٢	٢	PROPN
alkej-620	111	16	٢	٢	PROPN
alkej-620	111	17	٢	٢	NUM
alkej-620	111	18	row	row	NOUN
alkej-620	111	19	s	s	VERB
alkej-620	112	1	ll	ll	AUX
alkej-620	112	2	lh	lh	PROPN
alkej-620	112	3	hl	hl	PROPN
alkej-620	112	4	hh	hh	PROPN
alkej-620	112	5	f(x	f(x	PROPN
alkej-620	112	6	,	,	PUNCT
alkej-620	112	7	y	y	NOUN
alkej-620	112	8	)	)	PUNCT
alkej-620	112	9	input	input	NOUN
alkej-620	112	10	image	image	NOUN
alkej-620	112	11	l	l	NOUN
alkej-620	112	12	l	l	NOUN
alkej-620	113	1	lh	lh	PROPN
alkej-620	113	2	hl	hl	NOUN
alkej-620	113	3	hh	hh	VERB
alkej-620	113	4	٢	٢	ADP
alkej-620	113	5	٢	٢	PROPN
alkej-620	113	6	٢	٢	PROPN
alkej-620	113	7	٢	٢	PROPN
alkej-620	113	8	lr	lr	INTJ
alkej-620	113	9	h	h	NOUN
alkej-620	114	1	r	r	NOUN
alkej-620	114	2	h	h	NOUN
alkej-620	114	3	r	r	NOUN
alkej-620	114	4	lr	lr	X
alkej-620	114	5	٢	٢	NUM
alkej-620	114	6	٢	٢	PROPN
alkej-620	114	7	lr	lr	PROPN
alkej-620	114	8	h	h	NOUN
alkej-620	114	9	r	r	NOUN
alkej-620	114	10	colum	colum	NOUN
alkej-620	114	11	ns	ns	NUM
alkej-620	114	12	row	row	NOUN
alkej-620	114	13	s	s	PART
alkej-620	114	14	f(x	f(x	PROPN
alkej-620	114	15	,	,	PUNCT
alkej-620	114	16	y	y	PROPN
alkej-620	114	17	)	)	PUNCT
alkej-620	114	18	fig.4	fig.4	PROPN
alkej-620	114	19	wavelet	wavelet	NOUN
alkej-620	114	20	filter	filter	NOUN
alkej-620	114	21	bank	bank	NOUN
alkej-620	114	22	for	for	ADP
alkej-620	114	23	one	one	NUM
alkej-620	114	24	-	-	PUNCT
alkej-620	114	25	level	level	NOUN
alkej-620	114	26	image	image	NOUN
alkej-620	114	27	decomposition	decomposition	NOUN
alkej-620	114	28	fig.5	fig.5	VERB
alkej-620	114	29	wavelet	wavelet	NOUN
alkej-620	114	30	filter	filter	NOUN
alkej-620	114	31	bank	bank	NOUN
alkej-620	114	32	for	for	ADP
alkej-620	114	33	one	one	NUM
alkej-620	114	34	-	-	PUNCT
alkej-620	114	35	level	level	NOUN
alkej-620	114	36	image	image	NOUN
alkej-620	114	37	reconstruction	reconstruction	NOUN
alkej-620	114	38	columns	column	NOUN
alkej-620	114	39	this	this	DET
alkej-620	114	40	page	page	NOUN
alkej-620	114	41	was	be	AUX
alkej-620	114	42	created	create	VERB
alkej-620	114	43	using	use	VERB
alkej-620	114	44	nitro	nitro	NOUN
alkej-620	114	45	pdf	pdf	NOUN
alkej-620	114	46	trial	trial	NOUN
alkej-620	114	47	software	software	NOUN
alkej-620	114	48	.	.	PUNCT
alkej-620	115	1	to	to	PART
alkej-620	115	2	purchase	purchase	VERB
alkej-620	115	3	,	,	PUNCT
alkej-620	115	4	go	go	VERB
alkej-620	115	5	to	to	ADP
alkej-620	115	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	115	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	115	8	mr	mr	PROPN
alkej-620	115	9	.	.	PROPN
alkej-620	115	10	firas	firas	PROPN
alkej-620	115	11	ali/	ali/	PROPN
alkej-620	115	12	al	al	PROPN
alkej-620	115	13	-	-	PUNCT
alkej-620	115	14	khwarizmi	khwarizmi	PROPN
alkej-620	115	15	engineering	engineering	NOUN
alkej-620	115	16	journal	journal	PROPN
alkej-620	115	17	,	,	PUNCT
alkej-620	115	18	vol.3	vol.3	PROPN
alkej-620	115	19	,	,	PUNCT
alkej-620	115	20	no	no	INTJ
alkej-620	115	21	.	.	NOUN
alkej-620	115	22	1	1	NUM
alkej-620	115	23	,	,	PUNCT
alkej-620	115	24	pp	pp	ADV
alkej-620	115	25	48	48	NUM
alkej-620	115	26	-	-	SYM
alkej-620	115	27	62	62	NUM
alkej-620	115	28	(	(	PUNCT
alkej-620	115	29	2007	2007	NUM
alkej-620	115	30	)	)	PUNCT
alkej-620	116	1	٥٤	٥٤	NUM
alkej-620	116	2	subbands	subband	NOUN
alkej-620	116	3	are	be	AUX
alkej-620	116	4	dominated	dominate	VERB
alkej-620	116	5	by	by	ADP
alkej-620	116	6	noise	noise	NOUN
alkej-620	116	7	,	,	PUNCT
alkej-620	116	8	while	while	SCONJ
alkej-620	116	9	coefficients	coefficient	NOUN
alkej-620	116	10	with	with	ADP
alkej-620	116	11	large	large	ADJ
alkej-620	116	12	absolute	absolute	ADJ
alkej-620	116	13	value	value	NOUN
alkej-620	116	14	carry	carry	VERB
alkej-620	116	15	more	more	ADJ
alkej-620	116	16	signal	signal	ADJ
alkej-620	116	17	information	information	NOUN
alkej-620	116	18	than	than	ADP
alkej-620	116	19	noise	noise	NOUN
alkej-620	116	20	.	.	PUNCT
alkej-620	117	1	replacing	replace	VERB
alkej-620	117	2	noisy	noisy	ADJ
alkej-620	117	3	coefficients	coefficient	NOUN
alkej-620	117	4	(	(	PUNCT
alkej-620	117	5	small	small	ADJ
alkej-620	117	6	coefficients	coefficient	NOUN
alkej-620	117	7	below	below	ADP
alkej-620	117	8	certain	certain	ADJ
alkej-620	117	9	value	value	NOUN
alkej-620	117	10	)	)	PUNCT
alkej-620	117	11	by	by	ADP
alkej-620	117	12	zero	zero	NUM
alkej-620	117	13	and	and	CCONJ
alkej-620	117	14	an	an	DET
alkej-620	117	15	inverse	inverse	NOUN
alkej-620	117	16	wavelet	wavelet	NOUN
alkej-620	117	17	transform	transform	NOUN
alkej-620	117	18	may	may	AUX
alkej-620	117	19	lead	lead	VERB
alkej-620	117	20	to	to	ADP
alkej-620	117	21	reconstruction	reconstruction	NOUN
alkej-620	117	22	that	that	PRON
alkej-620	117	23	has	have	VERB
alkej-620	117	24	lesser	less	ADJ
alkej-620	117	25	noise	noise	NOUN
alkej-620	117	26	.	.	PUNCT
alkej-620	118	1	normally	normally	ADV
alkej-620	118	2	hard	hard	ADJ
alkej-620	118	3	thresholding	thresholding	NOUN
alkej-620	118	4	and	and	CCONJ
alkej-620	118	5	soft	soft	ADJ
alkej-620	118	6	thresholding	thresholding	NOUN
alkej-620	118	7	techniques	technique	NOUN
alkej-620	118	8	are	be	AUX
alkej-620	118	9	used	use	VERB
alkej-620	118	10	for	for	ADP
alkej-620	118	11	such	such	ADJ
alkej-620	118	12	denoising	denoising	NOUN
alkej-620	118	13	process	process	NOUN
alkej-620	118	14	.	.	PUNCT
alkej-620	119	1	hard	hard	ADJ
alkej-620	119	2	and	and	CCONJ
alkej-620	119	3	soft	soft	ADJ
alkej-620	119	4	thresholding	thresholding	NOUN
alkej-620	119	5	[	[	X
alkej-620	119	6	4	4	NUM
alkej-620	119	7	]	]	PUNCT
alkej-620	119	8	with	with	ADP
alkej-620	119	9	threshold	threshold	NOUN
alkej-620	119	10	λ	λ	NOUN
alkej-620	119	11	are	be	AUX
alkej-620	119	12	defined	define	VERB
alkej-620	119	13	as	as	SCONJ
alkej-620	119	14	follows	follow	VERB
alkej-620	119	15	:	:	PUNCT
alkej-620	119	16	the	the	DET
alkej-620	119	17	hard	hard	ADJ
alkej-620	119	18	thresholding	thresholding	NOUN
alkej-620	119	19	operator	operator	NOUN
alkej-620	119	20	is	be	AUX
alkej-620	119	21	defined	define	VERB
alkej-620	119	22	as	as	ADP
alkej-620	119	23	)	)	PUNCT
alkej-620	119	24	11	11	NUM
alkej-620	119	25	(	(	PUNCT
alkej-620	119	26	...	...	PUNCT
alkej-620	119	27	0	0	NUM
alkej-620	119	28	)	)	PUNCT
alkej-620	119	29	,	,	PUNCT
alkej-620	119	30	(	(	PUNCT
alkej-620	119	31			X
alkej-620	119	32			NUM
alkej-620	119	33			NOUN
alkej-620	120	1			VERB
alkej-620	121	1			NUM
alkej-620	122	1	otherwise	otherwise	ADV
alkej-620	122	2	uallforu	uallforu	NOUN
alkej-620	122	3	ud	ud	INTJ
alkej-620	122	4			X
alkej-620	122	5			ADJ
alkej-620	122	6	the	the	DET
alkej-620	122	7	soft	soft	ADJ
alkej-620	122	8	thresholding	thresholding	NOUN
alkej-620	122	9	operator	operator	NOUN
alkej-620	122	10	on	on	ADP
alkej-620	122	11	the	the	DET
alkej-620	122	12	other	other	ADJ
alkej-620	122	13	hand	hand	NOUN
alkej-620	122	14	is	be	AUX
alkej-620	122	15	defined	define	VERB
alkej-620	122	16	as	as	ADP
alkej-620	122	17	hard	hard	ADJ
alkej-620	122	18	thresholding	thresholding	NOUN
alkej-620	122	19	is	be	AUX
alkej-620	122	20	“	"	PUNCT
alkej-620	122	21	keep	keep	VERB
alkej-620	122	22	or	or	CCONJ
alkej-620	122	23	kill	kill	VERB
alkej-620	122	24	”	"	PUNCT
alkej-620	122	25	procedure	procedure	NOUN
alkej-620	122	26	and	and	CCONJ
alkej-620	122	27	is	be	AUX
alkej-620	122	28	more	more	ADV
alkej-620	122	29	intuitively	intuitively	ADV
alkej-620	122	30	appealing	appeal	VERB
alkej-620	122	31	and	and	CCONJ
alkej-620	122	32	also	also	ADV
alkej-620	122	33	it	it	PRON
alkej-620	122	34	introduces	introduce	VERB
alkej-620	122	35	artifacts	artifact	NOUN
alkej-620	122	36	in	in	ADP
alkej-620	122	37	the	the	DET
alkej-620	122	38	recovered	recover	VERB
alkej-620	122	39	images	image	NOUN
alkej-620	122	40	.	.	PUNCT
alkej-620	123	1	soft	soft	ADJ
alkej-620	123	2	thresholding	thresholding	NOUN
alkej-620	123	3	,	,	PUNCT
alkej-620	123	4	on	on	ADP
alkej-620	123	5	the	the	DET
alkej-620	123	6	other	other	ADJ
alkej-620	123	7	hand	hand	NOUN
alkej-620	123	8	,	,	PUNCT
alkej-620	123	9	have	have	AUX
alkej-620	123	10	proved	prove	VERB
alkej-620	123	11	to	to	PART
alkej-620	123	12	be	be	AUX
alkej-620	123	13	more	more	ADV
alkej-620	123	14	efficient	efficient	ADJ
alkej-620	123	15	and	and	CCONJ
alkej-620	123	16	it	it	PRON
alkej-620	123	17	is	be	AUX
alkej-620	123	18	used	use	VERB
alkej-620	123	19	for	for	ADP
alkej-620	123	20	the	the	DET
alkej-620	123	21	entire	entire	ADJ
alkej-620	123	22	algorithm	algorithm	NOUN
alkej-620	123	23	for	for	ADP
alkej-620	123	24	the	the	DET
alkej-620	123	25	following	follow	VERB
alkej-620	123	26	reasons	reason	NOUN
alkej-620	123	27	:	:	PUNCT
alkej-620	123	28	soft	soft	ADJ
alkej-620	123	29	thresholding	thresholding	NOUN
alkej-620	123	30	has	have	AUX
alkej-620	123	31	been	be	AUX
alkej-620	123	32	shown	show	VERB
alkej-620	123	33	to	to	PART
alkej-620	123	34	achieve	achieve	VERB
alkej-620	123	35	near	near	ADP
alkej-620	123	36	minmax	minmax	X
alkej-620	123	37	rate	rate	NOUN
alkej-620	124	1	[	[	X
alkej-620	124	2	3],[4	3],[4	NUM
alkej-620	124	3	]	]	PUNCT
alkej-620	124	4	and	and	CCONJ
alkej-620	125	1	[	[	X
alkej-620	125	2	8	8	NUM
alkej-620	125	3	]	]	PUNCT
alkej-620	125	4	.	.	PUNCT
alkej-620	126	1	moreover	moreover	ADV
alkej-620	126	2	,	,	PUNCT
alkej-620	126	3	it	it	PRON
alkej-620	126	4	is	be	AUX
alkej-620	126	5	also	also	ADV
alkej-620	126	6	found	find	VERB
alkej-620	126	7	to	to	PART
alkej-620	126	8	yield	yield	VERB
alkej-620	126	9	visually	visually	ADV
alkej-620	126	10	more	more	ADV
alkej-620	126	11	pleasing	pleasing	ADJ
alkej-620	126	12	images	image	NOUN
alkej-620	126	13	.	.	PUNCT
alkej-620	127	1	the	the	DET
alkej-620	127	2	above	above	ADJ
alkej-620	127	3	factors	factor	NOUN
alkej-620	127	4	motivate	motivate	VERB
alkej-620	127	5	us	we	PRON
alkej-620	127	6	to	to	PART
alkej-620	127	7	use	use	VERB
alkej-620	127	8	this	this	DET
alkej-620	127	9	soft	soft	ADJ
alkej-620	127	10	thresholding	thresholding	NOUN
alkej-620	127	11	in	in	ADP
alkej-620	127	12	our	our	PRON
alkej-620	127	13	denoising	denoising	NOUN
alkej-620	127	14	method	method	NOUN
alkej-620	127	15	.	.	PUNCT
alkej-620	128	1	6.1	6.1	NUM
alkej-620	128	2	.	.	PUNCT
alkej-620	128	3	estimation	estimation	NOUN
alkej-620	128	4	of	of	ADP
alkej-620	128	5	parameters	parameter	NOUN
alkej-620	128	6	for	for	ADP
alkej-620	128	7	threshold	threshold	NOUN
alkej-620	128	8	value	value	NOUN
alkej-620	128	9	finding	find	VERB
alkej-620	128	10	an	an	DET
alkej-620	128	11	optimum	optimum	ADJ
alkej-620	128	12	threshold	threshold	NOUN
alkej-620	128	13	value	value	NOUN
alkej-620	128	14	(	(	PUNCT
alkej-620	128	15	λ	λ	NOUN
alkej-620	128	16	)	)	PUNCT
alkej-620	128	17	for	for	ADP
alkej-620	128	18	soft	soft	ADJ
alkej-620	128	19	thresholding	thresholding	NOUN
alkej-620	128	20	is	be	AUX
alkej-620	128	21	not	not	PART
alkej-620	128	22	an	an	DET
alkej-620	128	23	easy	easy	ADJ
alkej-620	128	24	task	task	NOUN
alkej-620	128	25	.	.	PUNCT
alkej-620	129	1	a	a	DET
alkej-620	129	2	small	small	ADJ
alkej-620	129	3	threshold	threshold	NOUN
alkej-620	129	4	value	value	NOUN
alkej-620	129	5	will	will	AUX
alkej-620	129	6	pass	pass	VERB
alkej-620	129	7	all	all	DET
alkej-620	129	8	the	the	DET
alkej-620	129	9	noisy	noisy	ADJ
alkej-620	129	10	coefficients	coefficient	NOUN
alkej-620	129	11	and	and	CCONJ
alkej-620	129	12	hence	hence	ADV
alkej-620	129	13	the	the	DET
alkej-620	129	14	resultant	resultant	NOUN
alkej-620	129	15	denoised	denoise	VERB
alkej-620	129	16	signal	signal	NOUN
alkej-620	129	17	may	may	AUX
alkej-620	129	18	still	still	ADV
alkej-620	129	19	be	be	AUX
alkej-620	129	20	noisy	noisy	ADJ
alkej-620	129	21	.	.	PUNCT
alkej-620	130	1	a	a	DET
alkej-620	130	2	large	large	ADJ
alkej-620	130	3	threshold	threshold	NOUN
alkej-620	130	4	value	value	NOUN
alkej-620	130	5	on	on	ADP
alkej-620	130	6	the	the	DET
alkej-620	130	7	other	other	ADJ
alkej-620	130	8	hand	hand	NOUN
alkej-620	130	9	,	,	PUNCT
alkej-620	130	10	makes	make	VERB
alkej-620	130	11	more	more	ADJ
alkej-620	130	12	number	number	NOUN
alkej-620	130	13	of	of	ADP
alkej-620	130	14	coefficients	coefficient	NOUN
alkej-620	130	15	as	as	ADP
alkej-620	130	16	zero	zero	NUM
alkej-620	130	17	which	which	PRON
alkej-620	130	18	leads	lead	VERB
alkej-620	130	19	to	to	ADP
alkej-620	130	20	smooth	smooth	ADJ
alkej-620	130	21	signal	signal	NOUN
alkej-620	130	22	and	and	CCONJ
alkej-620	130	23	destroys	destroy	VERB
alkej-620	130	24	details	detail	NOUN
alkej-620	130	25	and	and	CCONJ
alkej-620	130	26	may	may	AUX
alkej-620	130	27	cause	cause	VERB
alkej-620	130	28	blur	blur	NOUN
alkej-620	130	29	and	and	CCONJ
alkej-620	130	30	artifacts	artifact	NOUN
alkej-620	130	31	.	.	PUNCT
alkej-620	131	1	so	so	ADV
alkej-620	131	2	,	,	PUNCT
alkej-620	131	3	optimum	optimum	ADJ
alkej-620	131	4	threshold	threshold	NOUN
alkej-620	131	5	value	value	NOUN
alkej-620	131	6	should	should	AUX
alkej-620	131	7	be	be	AUX
alkej-620	131	8	found	find	VERB
alkej-620	131	9	out	out	ADP
alkej-620	131	10	,	,	PUNCT
alkej-620	131	11	which	which	PRON
alkej-620	131	12	is	be	AUX
alkej-620	131	13	adaptive	adaptive	ADJ
alkej-620	131	14	to	to	ADP
alkej-620	131	15	different	different	ADJ
alkej-620	131	16	subband	subband	NOUN
alkej-620	131	17	characteristics	characteristic	NOUN
alkej-620	131	18	.	.	PUNCT
alkej-620	132	1	here	here	ADV
alkej-620	132	2	,	,	PUNCT
alkej-620	132	3	we	we	PRON
alkej-620	132	4	describe	describe	VERB
alkej-620	132	5	an	an	DET
alkej-620	132	6	efficient	efficient	ADJ
alkej-620	132	7	method	method	NOUN
alkej-620	132	8	for	for	ADP
alkej-620	132	9	fixing	fix	VERB
alkej-620	132	10	the	the	DET
alkej-620	132	11	threshold	threshold	NOUN
alkej-620	132	12	value	value	NOUN
alkej-620	132	13	for	for	ADP
alkej-620	132	14	denoising	denoise	VERB
alkej-620	132	15	by	by	ADP
alkej-620	132	16	analyzing	analyze	VERB
alkej-620	132	17	the	the	DET
alkej-620	132	18	statistical	statistical	ADJ
alkej-620	132	19	parameters	parameter	NOUN
alkej-620	132	20	of	of	ADP
alkej-620	132	21	the	the	DET
alkej-620	132	22	wavelet	wavelet	NOUN
alkej-620	132	23	coefficients	coefficient	NOUN
alkej-620	132	24	.	.	PUNCT
alkej-620	133	1	the	the	DET
alkej-620	133	2	threshold	threshold	NOUN
alkej-620	133	3	value	value	NOUN
alkej-620	133	4	(	(	PUNCT
alkej-620	133	5	λ	λ	NOUN
alkej-620	133	6	)	)	PUNCT
alkej-620	133	7	that	that	PRON
alkej-620	133	8	used	use	VERB
alkej-620	133	9	for	for	ADP
alkej-620	133	10	soft	soft	ADJ
alkej-620	133	11	thresholding	thresholding	NOUN
alkej-620	133	12	technique	technique	NOUN
alkej-620	133	13	is	be	AUX
alkej-620	133	14	given	give	VERB
alkej-620	133	15	by	by	ADP
alkej-620	133	16	:	:	PUNCT
alkej-620	133	17	λ	λ	X
alkej-620	133	18	=	=	PUNCT
alkej-620	133	19	c	c	PROPN
alkej-620	133	20	σ	σ	NOUN
alkej-620	133	21	−	−	PROPN
alkej-620	133	22	(	(	PUNCT
alkej-620	133	23	am	be	AUX
alkej-620	133	24	−	−	PROPN
alkej-620	133	25	gm	gm	PROPN
alkej-620	133	26	)	)	PUNCT
alkej-620	133	27	…	…	PUNCT
alkej-620	133	28	(	(	PUNCT
alkej-620	133	29	13	13	NUM
alkej-620	133	30	)	)	PUNCT
alkej-620	133	31	where	where	SCONJ
alkej-620	133	32	σ	σ	PROPN
alkej-620	133	33	is	be	AUX
alkej-620	133	34	the	the	DET
alkej-620	133	35	noise	noise	NOUN
alkej-620	133	36	variance	variance	NOUN
alkej-620	133	37	of	of	ADP
alkej-620	133	38	the	the	DET
alkej-620	133	39	corrupted	corrupted	ADJ
alkej-620	133	40	image	image	NOUN
alkej-620	133	41	,	,	PUNCT
alkej-620	133	42	am	be	AUX
alkej-620	133	43	and	and	CCONJ
alkej-620	133	44	gm	gm	PROPN
alkej-620	133	45	are	be	AUX
alkej-620	133	46	the	the	DET
alkej-620	133	47	abbreviates	abbreviate	NOUN
alkej-620	133	48	for	for	ADP
alkej-620	133	49	arithmetic	arithmetic	ADJ
alkej-620	133	50	mean	mean	NOUN
alkej-620	133	51	and	and	CCONJ
alkej-620	133	52	geometric	geometric	ADJ
alkej-620	133	53	mean	mean	NOUN
alkej-620	133	54	of	of	ADP
alkej-620	133	55	the	the	DET
alkej-620	133	56	subband	subband	NOUN
alkej-620	133	57	coefficients	coefficient	NOUN
alkej-620	133	58	respectively	respectively	ADV
alkej-620	133	59	and	and	CCONJ
alkej-620	133	60	the	the	DET
alkej-620	133	61	term	term	NOUN
alkej-620	133	62	c	c	NOUN
alkej-620	133	63	is	be	AUX
alkej-620	133	64	included	include	VERB
alkej-620	133	65	to	to	PART
alkej-620	133	66	make	make	VERB
alkej-620	133	67	the	the	DET
alkej-620	133	68	threshold	threshold	NOUN
alkej-620	133	69	value	value	NOUN
alkej-620	133	70	depend	depend	VERB
alkej-620	133	71	on	on	ADP
alkej-620	133	72	decomposition	decomposition	NOUN
alkej-620	133	73	level	level	NOUN
alkej-620	133	74	.	.	PUNCT
alkej-620	134	1	in	in	ADP
alkej-620	134	2	some	some	DET
alkej-620	134	3	applications	application	NOUN
alkej-620	134	4	of	of	ADP
alkej-620	134	5	image	image	NOUN
alkej-620	134	6	denoising	denoising	NOUN
alkej-620	134	7	,	,	PUNCT
alkej-620	134	8	the	the	DET
alkej-620	134	9	value	value	NOUN
alkej-620	134	10	of	of	ADP
alkej-620	134	11	the	the	DET
alkej-620	134	12	input	input	NOUN
alkej-620	134	13	noise	noise	NOUN
alkej-620	134	14	variance	variance	NOUN
alkej-620	134	15	is	be	AUX
alkej-620	134	16	known	know	VERB
alkej-620	134	17	,	,	PUNCT
alkej-620	134	18	or	or	CCONJ
alkej-620	134	19	can	can	AUX
alkej-620	134	20	be	be	AUX
alkej-620	134	21	measured	measure	VERB
alkej-620	134	22	based	base	VERB
alkej-620	134	23	on	on	ADP
alkej-620	134	24	the	the	DET
alkej-620	134	25	information	information	NOUN
alkej-620	134	26	other	other	ADJ
alkej-620	134	27	than	than	ADP
alkej-620	134	28	the	the	DET
alkej-620	134	29	corrupted	corrupted	ADJ
alkej-620	134	30	data	datum	NOUN
alkej-620	134	31	.	.	PUNCT
alkej-620	135	1	if	if	SCONJ
alkej-620	135	2	this	this	PRON
alkej-620	135	3	is	be	AUX
alkej-620	135	4	not	not	PART
alkej-620	135	5	the	the	DET
alkej-620	135	6	case	case	NOUN
alkej-620	135	7	,	,	PUNCT
alkej-620	135	8	one	one	PRON
alkej-620	135	9	has	have	VERB
alkej-620	135	10	to	to	PART
alkej-620	135	11	estimate	estimate	VERB
alkej-620	135	12	it	it	PRON
alkej-620	135	13	from	from	ADP
alkej-620	135	14	the	the	DET
alkej-620	135	15	input	input	NOUN
alkej-620	135	16	data	datum	NOUN
alkej-620	135	17	.	.	PUNCT
alkej-620	136	1	for	for	ADP
alkej-620	136	2	this	this	PRON
alkej-620	136	3	,	,	PUNCT
alkej-620	136	4	wavelet	wavelet	NOUN
alkej-620	136	5	based	base	VERB
alkej-620	136	6	method	method	NOUN
alkej-620	136	7	commonly	commonly	ADV
alkej-620	136	8	used	use	VERB
alkej-620	136	9	the	the	DET
alkej-620	136	10	highest	high	ADJ
alkej-620	136	11	frequency	frequency	NOUN
alkej-620	136	12	subband	subband	NOUN
alkej-620	136	13	of	of	ADP
alkej-620	136	14	the	the	DET
alkej-620	136	15	decomposition	decomposition	NOUN
alkej-620	136	16	.	.	PUNCT
alkej-620	137	1	in	in	ADP
alkej-620	137	2	the	the	DET
alkej-620	137	3	dwt	dwt	NOUN
alkej-620	137	4	of	of	ADP
alkej-620	137	5	the	the	DET
alkej-620	137	6	image	image	NOUN
alkej-620	137	7	,	,	PUNCT
alkej-620	137	8	the	the	DET
alkej-620	137	9	hh1	hh1	VERB
alkej-620	137	10	subband	subband	NOUN
alkej-620	137	11	contains	contain	VERB
alkej-620	137	12	mainly	mainly	ADV
alkej-620	137	13	noise	noise	NOUN
alkej-620	137	14	.	.	PUNCT
alkej-620	138	1	for	for	ADP
alkej-620	138	2	estimating	estimate	VERB
alkej-620	138	3	the	the	DET
alkej-620	138	4	noise	noise	NOUN
alkej-620	138	5	level	level	NOUN
alkej-620	138	6	we	we	PRON
alkej-620	138	7	use	use	VERB
alkej-620	138	8	the	the	DET
alkej-620	138	9	relation	relation	NOUN
alkej-620	138	10	used	use	VERB
alkej-620	138	11	in	in	ADP
alkej-620	138	12	[	[	X
alkej-620	138	13	3],[4	3],[4	NUM
alkej-620	138	14	]	]	PUNCT
alkej-620	138	15	and	and	CCONJ
alkej-620	138	16	[	[	X
alkej-620	138	17	8	8	NUM
alkej-620	138	18	]	]	PUNCT
alkej-620	138	19	,	,	PUNCT
alkej-620	138	20	which	which	PRON
alkej-620	138	21	is	be	AUX
alkej-620	138	22	denoted	denote	VERB
alkej-620	138	23	as	as	ADP
alkej-620	138	24	)	)	PUNCT
alkej-620	138	25	14	14	NUM
alkej-620	138	26	(	(	PUNCT
alkej-620	138	27	...	...	PUNCT
alkej-620	138	28	,	,	PUNCT
alkej-620	138	29	6745.0	6745.0	NUM
alkej-620	138	30	]	]	PUNCT
alkej-620	138	31	[	[	PUNCT
alkej-620	138	32	1hhsubbandy	1hhsubbandy	NUM
alkej-620	138	33	ymedian	ymedian	NOUN
alkej-620	138	34	ij	ij	INTJ
alkej-620	138	35	ij	ij	INTJ
alkej-620	138	36			ADV
alkej-620	138	37	normally	normally	ADV
alkej-620	138	38	in	in	ADP
alkej-620	138	39	wavelet	wavelet	NOUN
alkej-620	138	40	subbands	subband	NOUN
alkej-620	138	41	,	,	PUNCT
alkej-620	138	42	as	as	SCONJ
alkej-620	138	43	the	the	DET
alkej-620	138	44	level	level	NOUN
alkej-620	138	45	increases	increase	VERB
alkej-620	138	46	the	the	DET
alkej-620	138	47	coefficients	coefficient	NOUN
alkej-620	138	48	of	of	ADP
alkej-620	138	49	the	the	DET
alkej-620	138	50	subband	subband	NOUN
alkej-620	138	51	becomes	become	VERB
alkej-620	138	52	smoother	smooth	ADJ
alkej-620	138	53	.	.	PUNCT
alkej-620	139	1	for	for	ADP
alkej-620	139	2	example	example	NOUN
alkej-620	139	3	the	the	DET
alkej-620	139	4	subband	subband	NOUN
alkej-620	139	5	hl2	hl2	PROPN
alkej-620	139	6	is	be	AUX
alkej-620	139	7	smoother	smooth	ADJ
alkej-620	139	8	than	than	ADP
alkej-620	139	9	the	the	DET
alkej-620	139	10	corresponding	correspond	VERB
alkej-620	139	11	subband	subband	NOUN
alkej-620	139	12	in	in	ADP
alkej-620	139	13	the	the	DET
alkej-620	139	14	first	first	ADJ
alkej-620	139	15	level	level	NOUN
alkej-620	139	16	(	(	PUNCT
alkej-620	139	17	hl1	hl1	PROPN
alkej-620	139	18	)	)	PUNCT
alkej-620	139	19	and	and	CCONJ
alkej-620	139	20	so	so	ADV
alkej-620	139	21	the	the	DET
alkej-620	139	22	threshold	threshold	NOUN
alkej-620	139	23	value	value	NOUN
alkej-620	139	24	of	of	ADP
alkej-620	139	25	hl2	hl2	NOUN
alkej-620	139	26	should	should	AUX
alkej-620	139	27	be	be	AUX
alkej-620	139	28	smaller	small	ADJ
alkej-620	139	29	than	than	ADP
alkej-620	139	30	that	that	PRON
alkej-620	139	31	for	for	ADP
alkej-620	139	32	hl1	hl1	PROPN
alkej-620	139	33	.	.	PUNCT
alkej-620	140	1	so	so	ADV
alkej-620	140	2	,	,	PUNCT
alkej-620	140	3	the	the	DET
alkej-620	140	4	term	term	NOUN
alkej-620	140	5	c	c	NOUN
alkej-620	140	6	is	be	AUX
alkej-620	140	7	included	include	VERB
alkej-620	140	8	for	for	ADP
alkej-620	140	9	this	this	DET
alkej-620	140	10	purpose	purpose	NOUN
alkej-620	140	11	to	to	PART
alkej-620	140	12	make	make	VERB
alkej-620	140	13	the	the	DET
alkej-620	140	14	threshold	threshold	NOUN
alkej-620	140	15	value	value	NOUN
alkej-620	140	16	as	as	ADP
alkej-620	140	17	decomposition	decomposition	NOUN
alkej-620	140	18	level	level	NOUN
alkej-620	140	19	dependent	dependent	ADJ
alkej-620	140	20	and	and	CCONJ
alkej-620	140	21	is	be	AUX
alkej-620	140	22	given	give	VERB
alkej-620	140	23	by	by	ADP
alkej-620	140	24	,	,	PUNCT
alkej-620	140	25	)	)	PUNCT
alkej-620	140	26	12	12	NUM
alkej-620	140	27	(	(	PUNCT
alkej-620	140	28	...	...	PUNCT
alkej-620	140	29	)	)	PUNCT
alkej-620	140	30	,	,	PUNCT
alkej-620	140	31	0max(*)sgn	0max(*)sgn	PRON
alkej-620	140	32	(	(	PUNCT
alkej-620	140	33	)	)	PUNCT
alkej-620	140	34	,	,	PUNCT
alkej-620	140	35	(	(	PUNCT
alkej-620	140	36			VERB
alkej-620	140	37			ADJ
alkej-620	140	38	uuud	uuud	NOUN
alkej-620	140	39	)	)	PUNCT
alkej-620	140	40	15(	15(	NUM
alkej-620	140	41	...	...	SYM
alkej-620	140	42	2	2	NUM
alkej-620	140	43	)	)	PUNCT
alkej-620	140	44	(	(	PUNCT
alkej-620	140	45	klc	klc	PROPN
alkej-620	140	46			PROPN
alkej-620	140	47	this	this	DET
alkej-620	140	48	page	page	NOUN
alkej-620	140	49	was	be	AUX
alkej-620	140	50	created	create	VERB
alkej-620	140	51	using	use	VERB
alkej-620	140	52	nitro	nitro	NOUN
alkej-620	140	53	pdf	pdf	NOUN
alkej-620	140	54	trial	trial	NOUN
alkej-620	140	55	software	software	NOUN
alkej-620	140	56	.	.	PUNCT
alkej-620	141	1	to	to	PART
alkej-620	141	2	purchase	purchase	VERB
alkej-620	141	3	,	,	PUNCT
alkej-620	141	4	go	go	VERB
alkej-620	141	5	to	to	ADP
alkej-620	141	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	141	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	141	8	mr	mr	PROPN
alkej-620	141	9	.	.	PROPN
alkej-620	141	10	firas	firas	PROPN
alkej-620	141	11	ali/	ali/	PROPN
alkej-620	141	12	al	al	PROPN
alkej-620	141	13	-	-	PUNCT
alkej-620	141	14	khwarizmi	khwarizmi	PROPN
alkej-620	141	15	engineering	engineering	NOUN
alkej-620	141	16	journal	journal	PROPN
alkej-620	141	17	,	,	PUNCT
alkej-620	141	18	vol.3	vol.3	PROPN
alkej-620	141	19	,	,	PUNCT
alkej-620	141	20	no	no	INTJ
alkej-620	141	21	.	.	NOUN
alkej-620	141	22	1	1	NUM
alkej-620	141	23	,	,	PUNCT
alkej-620	141	24	pp	pp	ADV
alkej-620	141	25	48	48	NUM
alkej-620	141	26	-	-	SYM
alkej-620	141	27	62	62	NUM
alkej-620	141	28	(	(	PUNCT
alkej-620	141	29	2007	2007	NUM
alkej-620	141	30	)	)	PUNCT
alkej-620	141	31	٥٥	٥٥	NUM
alkej-620	141	32	where	where	SCONJ
alkej-620	141	33	,	,	PUNCT
alkej-620	141	34	l	l	NOUN
alkej-620	141	35	is	be	AUX
alkej-620	141	36	the	the	DET
alkej-620	141	37	no	no	NOUN
alkej-620	141	38	.	.	PROPN
alkej-620	141	39	of	of	ADP
alkej-620	141	40	wavelet	wavelet	NOUN
alkej-620	141	41	decomposition	decomposition	NOUN
alkej-620	141	42	level	level	NOUN
alkej-620	142	1	k	k	PROPN
alkej-620	142	2	is	be	AUX
alkej-620	142	3	the	the	DET
alkej-620	142	4	level	level	NOUN
alkej-620	142	5	at	at	ADP
alkej-620	142	6	which	which	PRON
alkej-620	142	7	the	the	DET
alkej-620	142	8	subband	subband	NOUN
alkej-620	142	9	is	be	AUX
alkej-620	142	10	available	available	ADJ
alkej-620	142	11	(	(	PUNCT
alkej-620	142	12	for	for	ADP
alkej-620	142	13	hl2	hl2	NOUN
alkej-620	142	14	,	,	PUNCT
alkej-620	142	15	k=2	k=2	PROPN
alkej-620	142	16	)	)	PUNCT
alkej-620	142	17	.	.	PUNCT
alkej-620	143	1	the	the	DET
alkej-620	143	2	term	term	NOUN
alkej-620	143	3	|am	|am	PRON
alkej-620	143	4	gm|	gm|	NOUN
alkej-620	143	5	is	be	AUX
alkej-620	143	6	the	the	DET
alkej-620	143	7	absolute	absolute	ADJ
alkej-620	143	8	value	value	NOUN
alkej-620	143	9	of	of	ADP
alkej-620	143	10	difference	difference	NOUN
alkej-620	143	11	between	between	ADP
alkej-620	143	12	arithmetic	arithmetic	ADJ
alkej-620	143	13	mean	mean	NOUN
alkej-620	143	14	and	and	CCONJ
alkej-620	143	15	geometric	geometric	ADJ
alkej-620	143	16	mean	mean	NOUN
alkej-620	143	17	of	of	ADP
alkej-620	143	18	the	the	DET
alkej-620	143	19	subband	subband	NOUN
alkej-620	143	20	coefficients	coefficient	NOUN
alkej-620	143	21	.	.	PUNCT
alkej-620	144	1	this	this	DET
alkej-620	144	2	term	term	NOUN
alkej-620	144	3	is	be	AUX
alkej-620	144	4	the	the	DET
alkej-620	144	5	measure	measure	NOUN
alkej-620	144	6	of	of	ADP
alkej-620	144	7	the	the	DET
alkej-620	144	8	smoothness	smoothness	NOUN
alkej-620	144	9	of	of	ADP
alkej-620	144	10	the	the	DET
alkej-620	144	11	image	image	NOUN
alkej-620	144	12	to	to	PART
alkej-620	144	13	be	be	AUX
alkej-620	144	14	denoised	denoise	VERB
alkej-620	144	15	.	.	PUNCT
alkej-620	145	1	if	if	SCONJ
alkej-620	145	2	an	an	DET
alkej-620	145	3	image	image	NOUN
alkej-620	145	4	is	be	AUX
alkej-620	145	5	having	have	VERB
alkej-620	145	6	more	more	ADJ
alkej-620	145	7	edges	edge	NOUN
alkej-620	145	8	,	,	PUNCT
alkej-620	145	9	then	then	ADV
alkej-620	145	10	the	the	DET
alkej-620	145	11	noisy	noisy	ADJ
alkej-620	145	12	wavelet	wavelet	NOUN
alkej-620	145	13	coefficients	coefficient	NOUN
alkej-620	145	14	of	of	ADP
alkej-620	145	15	the	the	DET
alkej-620	145	16	image	image	NOUN
alkej-620	145	17	should	should	AUX
alkej-620	145	18	be	be	AUX
alkej-620	145	19	removed	remove	VERB
alkej-620	145	20	by	by	ADP
alkej-620	145	21	fixing	fix	VERB
alkej-620	145	22	slightly	slightly	ADV
alkej-620	145	23	lower	low	ADJ
alkej-620	145	24	threshold	threshold	NOUN
alkej-620	145	25	value	value	NOUN
alkej-620	145	26	so	so	SCONJ
alkej-620	145	27	as	as	SCONJ
alkej-620	145	28	to	to	PART
alkej-620	145	29	keep	keep	VERB
alkej-620	145	30	the	the	DET
alkej-620	145	31	image	image	NOUN
alkej-620	145	32	edges	edge	NOUN
alkej-620	145	33	undisturbed	undisturbed	ADJ
alkej-620	145	34	.	.	PUNCT
alkej-620	146	1	this	this	PRON
alkej-620	146	2	can	can	AUX
alkej-620	146	3	be	be	AUX
alkej-620	146	4	achieved	achieve	VERB
alkej-620	146	5	by	by	ADP
alkej-620	146	6	this	this	DET
alkej-620	146	7	term	term	NOUN
alkej-620	146	8	,	,	PUNCT
alkej-620	146	9	since	since	SCONJ
alkej-620	146	10	small	small	ADJ
alkej-620	146	11	value	value	NOUN
alkej-620	146	12	of	of	ADP
alkej-620	146	13	this	this	DET
alkej-620	146	14	term	term	NOUN
alkej-620	146	15	indicates	indicate	VERB
alkej-620	146	16	that	that	SCONJ
alkej-620	146	17	the	the	DET
alkej-620	146	18	subband	subband	NOUN
alkej-620	146	19	is	be	AUX
alkej-620	146	20	having	have	VERB
alkej-620	146	21	smooth	smooth	ADJ
alkej-620	146	22	edges	edge	NOUN
alkej-620	146	23	and	and	CCONJ
alkej-620	146	24	vice	vice	NOUN
alkej-620	146	25	versa	versa	ADV
alkej-620	146	26	.	.	PUNCT
alkej-620	147	1	this	this	DET
alkej-620	147	2	term	term	NOUN
alkej-620	147	3	makes	make	VERB
alkej-620	147	4	the	the	DET
alkej-620	147	5	threshold	threshold	NOUN
alkej-620	147	6	value	value	NOUN
alkej-620	147	7	as	as	ADP
alkej-620	147	8	image	image	NOUN
alkej-620	147	9	dependent	dependent	ADJ
alkej-620	147	10	and	and	CCONJ
alkej-620	147	11	helps	help	VERB
alkej-620	147	12	to	to	PART
alkej-620	147	13	preserve	preserve	VERB
alkej-620	147	14	the	the	DET
alkej-620	147	15	image	image	NOUN
alkej-620	147	16	edges	edge	VERB
alkej-620	147	17	to	to	ADP
alkej-620	147	18	some	some	DET
alkej-620	147	19	extent	extent	NOUN
alkej-620	147	20	,	,	PUNCT
alkej-620	147	21	which	which	PRON
alkej-620	147	22	results	result	VERB
alkej-620	147	23	in	in	ADP
alkej-620	147	24	better	well	ADJ
alkej-620	147	25	image	image	NOUN
alkej-620	147	26	quality	quality	NOUN
alkej-620	147	27	.	.	PUNCT
alkej-620	148	1	the	the	DET
alkej-620	148	2	arithmetic	arithmetic	ADJ
alkej-620	148	3	mean	mean	NOUN
alkej-620	148	4	and	and	CCONJ
alkej-620	148	5	geometric	geometric	ADJ
alkej-620	148	6	mean	mean	NOUN
alkej-620	148	7	of	of	ADP
alkej-620	148	8	the	the	DET
alkej-620	148	9	subband	subband	NOUN
alkej-620	148	10	matrix	matrix	NOUN
alkej-620	148	11	x(i	x(i	PROPN
alkej-620	148	12	,	,	PUNCT
alkej-620	148	13	j	j	NOUN
alkej-620	148	14	)	)	PUNCT
alkej-620	148	15	are	be	AUX
alkej-620	148	16	denoted	denote	VERB
alkej-620	148	17	as	as	ADP
alkej-620	148	18	,	,	PUNCT
alkej-620	148	19	thus	thus	ADV
alkej-620	148	20	each	each	DET
alkej-620	148	21	term	term	NOUN
alkej-620	148	22	in	in	ADP
alkej-620	148	23	equation	equation	NOUN
alkej-620	148	24	(	(	PUNCT
alkej-620	148	25	13	13	NUM
alkej-620	148	26	)	)	PUNCT
alkej-620	148	27	has	have	VERB
alkej-620	148	28	its	its	PRON
alkej-620	148	29	’	'	PUNCT
alkej-620	148	30	own	own	ADJ
alkej-620	148	31	importance	importance	NOUN
alkej-620	148	32	as	as	SCONJ
alkej-620	148	33	explained	explain	VERB
alkej-620	148	34	above	above	ADV
alkej-620	148	35	to	to	PART
alkej-620	148	36	make	make	VERB
alkej-620	148	37	the	the	DET
alkej-620	148	38	threshold	threshold	NOUN
alkej-620	148	39	value	value	NOUN
alkej-620	148	40	more	more	ADV
alkej-620	148	41	adaptive	adaptive	ADJ
alkej-620	148	42	to	to	ADP
alkej-620	148	43	subband	subband	NOUN
alkej-620	148	44	coefficients	coefficient	NOUN
alkej-620	148	45	as	as	ADV
alkej-620	148	46	well	well	ADV
alkej-620	148	47	as	as	ADP
alkej-620	148	48	level	level	NOUN
alkej-620	148	49	of	of	ADP
alkej-620	148	50	decomposition	decomposition	NOUN
alkej-620	148	51	.	.	PUNCT
alkej-620	149	1	7	7	X
alkej-620	149	2	.	.	X
alkej-620	149	3	image	image	NOUN
alkej-620	149	4	restoration	restoration	NOUN
alkej-620	149	5	algorithm	algorithm	NOUN
alkej-620	149	6	the	the	DET
alkej-620	149	7	complete	complete	ADJ
alkej-620	149	8	algorithm	algorithm	NOUN
alkej-620	149	9	of	of	ADP
alkej-620	149	10	proposed	propose	VERB
alkej-620	149	11	wiener	wiener	NOUN
alkej-620	149	12	wavelet	wavelet	NOUN
alkej-620	149	13	based	base	VERB
alkej-620	149	14	restoration	restoration	NOUN
alkej-620	149	15	technique	technique	NOUN
alkej-620	149	16	is	be	AUX
alkej-620	149	17	explained	explain	VERB
alkej-620	149	18	in	in	ADP
alkej-620	149	19	the	the	DET
alkej-620	149	20	following	follow	VERB
alkej-620	149	21	steps	step	NOUN
alkej-620	149	22	:	:	PUNCT
alkej-620	149	23	1	1	X
alkej-620	149	24	.	.	X
alkej-620	149	25	restore	restore	VERB
alkej-620	149	26	the	the	DET
alkej-620	149	27	degraded	degraded	ADJ
alkej-620	149	28	image	image	NOUN
alkej-620	149	29	without	without	ADP
alkej-620	149	30	denoising	denoise	VERB
alkej-620	149	31	using	use	VERB
alkej-620	149	32	the	the	DET
alkej-620	149	33	regularized	regularize	VERB
alkej-620	149	34	inverse	inverse	NOUN
alkej-620	149	35	filter	filter	NOUN
alkej-620	149	36	with	with	ADP
alkej-620	149	37	α	α	NOUN
alkej-620	149	38	=	=	SYM
alkej-620	149	39	1	1	NUM
alkej-620	149	40	.	.	NOUN
alkej-620	149	41	2	2	NUM
alkej-620	149	42	.	.	X
alkej-620	149	43	perform	perform	VERB
alkej-620	149	44	the	the	DET
alkej-620	149	45	dwt	dwt	NOUN
alkej-620	149	46	of	of	ADP
alkej-620	149	47	the	the	DET
alkej-620	149	48	restored	restore	VERB
alkej-620	149	49	noisy	noisy	ADJ
alkej-620	149	50	image	image	NOUN
alkej-620	149	51	coming	come	VERB
alkej-620	149	52	from	from	ADP
alkej-620	149	53	step	step	NOUN
alkej-620	149	54	1	1	NUM
alkej-620	149	55	up	up	ADP
alkej-620	149	56	to	to	PART
alkej-620	149	57	2	2	NUM
alkej-620	149	58	levels	level	NOUN
alkej-620	149	59	(	(	PUNCT
alkej-620	149	60	l=2)to	l=2)to	NOUN
alkej-620	149	61	obtain	obtain	VERB
alkej-620	149	62	seven	seven	NUM
alkej-620	149	63	subbands	subband	NOUN
alkej-620	149	64	which	which	PRON
alkej-620	149	65	are	be	AUX
alkej-620	149	66	named	name	VERB
alkej-620	149	67	as	as	ADP
alkej-620	149	68	hh1	hh1	PROPN
alkej-620	149	69	,	,	PUNCT
alkej-620	149	70	lh1,hl1	lh1,hl1	PROPN
alkej-620	149	71	,	,	PUNCT
alkej-620	149	72	hh2	hh2	NOUN
alkej-620	149	73	,	,	PUNCT
alkej-620	149	74	lh2	lh2	PROPN
alkej-620	149	75	,	,	PUNCT
alkej-620	149	76	hl2	hl2	NOUN
alkej-620	149	77	and	and	CCONJ
alkej-620	149	78	ll2	ll2	NOUN
alkej-620	149	79	.	.	PUNCT
alkej-620	150	1	3	3	X
alkej-620	150	2	.	.	X
alkej-620	150	3	compute	compute	VERB
alkej-620	150	4	the	the	DET
alkej-620	150	5	threshold	threshold	NOUN
alkej-620	150	6	value	value	NOUN
alkej-620	150	7	for	for	ADP
alkej-620	150	8	each	each	DET
alkej-620	150	9	subband	subband	NOUN
alkej-620	150	10	,	,	PUNCT
alkej-620	150	11	except	except	SCONJ
alkej-620	150	12	thell2	thell2	NOUN
alkej-620	150	13	band	band	NOUN
alkej-620	150	14	using	use	VERB
alkej-620	150	15	equation	equation	NOUN
alkej-620	150	16	(	(	PUNCT
alkej-620	150	17	13	13	NUM
alkej-620	150	18	)	)	PUNCT
alkej-620	150	19	,	,	PUNCT
alkej-620	150	20	after	after	ADP
alkej-620	150	21	finding	find	VERB
alkej-620	150	22	out	out	ADP
alkej-620	150	23	its	its	PRON
alkej-620	150	24	following	follow	VERB
alkej-620	150	25	terms	term	NOUN
alkej-620	150	26	.	.	PUNCT
alkej-620	151	1	(	(	PUNCT
alkej-620	151	2	i	i	NOUN
alkej-620	151	3	)	)	PUNCT
alkej-620	151	4	obtain	obtain	VERB
alkej-620	151	5	the	the	DET
alkej-620	151	6	noise	noise	NOUN
alkej-620	151	7	variance	variance	NOUN
alkej-620	151	8	using	use	VERB
alkej-620	151	9	the	the	DET
alkej-620	151	10	equation	equation	NOUN
alkej-620	151	11	(	(	PUNCT
alkej-620	151	12	14	14	NUM
alkej-620	151	13	)	)	PUNCT
alkej-620	151	14	.	.	PUNCT
alkej-620	152	1	(	(	PUNCT
alkej-620	152	2	ii	ii	NOUN
alkej-620	152	3	)	)	PUNCT
alkej-620	152	4	find	find	VERB
alkej-620	152	5	the	the	DET
alkej-620	152	6	term	term	NOUN
alkej-620	152	7	c	c	NOUN
alkej-620	152	8	for	for	ADP
alkej-620	152	9	each	each	DET
alkej-620	152	10	subband	subband	NOUN
alkej-620	152	11	using	use	VERB
alkej-620	152	12	the	the	DET
alkej-620	152	13	relation	relation	NOUN
alkej-620	152	14	given	give	VERB
alkej-620	152	15	in	in	ADP
alkej-620	152	16	equation	equation	NOUN
alkej-620	152	17	(	(	PUNCT
alkej-620	152	18	15	15	NUM
alkej-620	152	19	)	)	PUNCT
alkej-620	152	20	.	.	PUNCT
alkej-620	153	1	(	(	PUNCT
alkej-620	153	2	iii	iii	X
alkej-620	153	3	)	)	PUNCT
alkej-620	153	4	calculate	calculate	VERB
alkej-620	153	5	the	the	DET
alkej-620	153	6	term	term	NOUN
alkej-620	153	7	|am	|am	NOUN
alkej-620	153	8	-	-	PUNCT
alkej-620	153	9	gm|	gm|	NOUN
alkej-620	153	10	using	use	VERB
alkej-620	153	11	the	the	DET
alkej-620	153	12	equations	equation	NOUN
alkej-620	153	13	(	(	PUNCT
alkej-620	153	14	16	16	NUM
alkej-620	153	15	)	)	PUNCT
alkej-620	153	16	and	and	CCONJ
alkej-620	153	17	(	(	PUNCT
alkej-620	153	18	17	17	NUM
alkej-620	153	19	)	)	PUNCT
alkej-620	153	20	.	.	PUNCT
alkej-620	154	1	5	5	X
alkej-620	154	2	.	.	X
alkej-620	154	3	threshold	threshold	VERB
alkej-620	154	4	the	the	DET
alkej-620	154	5	all	all	DET
alkej-620	154	6	subband	subband	NOUN
alkej-620	154	7	coefficients	coefficient	NOUN
alkej-620	154	8	(	(	PUNCT
alkej-620	154	9	except	except	SCONJ
alkej-620	154	10	ll2	ll2	NOUN
alkej-620	154	11	)	)	PUNCT
alkej-620	154	12	using	use	VERB
alkej-620	154	13	soft	soft	ADJ
alkej-620	154	14	thresholding	thresholding	NOUN
alkej-620	154	15	technique	technique	NOUN
alkej-620	154	16	given	give	VERB
alkej-620	154	17	in	in	ADP
alkej-620	154	18	equation	equation	NOUN
alkej-620	154	19	(	(	PUNCT
alkej-620	154	20	12	12	NUM
alkej-620	154	21	)	)	PUNCT
alkej-620	154	22	,	,	PUNCT
alkej-620	154	23	by	by	ADP
alkej-620	154	24	substituting	substitute	VERB
alkej-620	154	25	the	the	DET
alkej-620	154	26	threshold	threshold	NOUN
alkej-620	154	27	value	value	NOUN
alkej-620	154	28	obtained	obtain	VERB
alkej-620	154	29	in	in	ADP
alkej-620	154	30	the	the	DET
alkej-620	154	31	step	step	NOUN
alkej-620	154	32	3	3	NUM
alkej-620	154	33	.	.	NOUN
alkej-620	154	34	6	6	NUM
alkej-620	154	35	.	.	X
alkej-620	154	36	perform	perform	VERB
alkej-620	154	37	the	the	DET
alkej-620	154	38	inverse	inverse	ADJ
alkej-620	154	39	dwt	dwt	NOUN
alkej-620	154	40	to	to	PART
alkej-620	154	41	reconstruct	reconstruct	VERB
alkej-620	154	42	the	the	DET
alkej-620	154	43	degraded	degraded	ADJ
alkej-620	154	44	image	image	NOUN
alkej-620	154	45	.	.	PUNCT
alkej-620	155	1	8	8	X
alkej-620	155	2	.	.	X
alkej-620	155	3	experimental	experimental	ADJ
alkej-620	155	4	results	result	NOUN
alkej-620	155	5	and	and	CCONJ
alkej-620	155	6	discussion	discussion	NOUN
alkej-620	155	7	a	a	DET
alkej-620	155	8	test	test	NOUN
alkej-620	155	9	image	image	NOUN
alkej-620	155	10	zoza	zoza	NOUN
alkej-620	155	11	of	of	ADP
alkej-620	155	12	size	size	NOUN
alkej-620	155	13	256x	256x	PROPN
alkej-620	155	14	256	256	NUM
alkej-620	155	15	is	be	AUX
alkej-620	155	16	blurred	blur	VERB
alkej-620	155	17	by	by	ADP
alkej-620	155	18	4x4	4x4	NUM
alkej-620	155	19	average	average	ADJ
alkej-620	155	20	low	low	ADJ
alkej-620	155	21	pass	pass	NOUN
alkej-620	155	22	filter	filter	NOUN
alkej-620	155	23	have	have	VERB
alkej-620	155	24	a	a	DET
alkej-620	155	25	coefficients	coefficient	NOUN
alkej-620	155	26	values	value	NOUN
alkej-620	155	27	of	of	ADP
alkej-620	155	28	1/16	1/16	NUM
alkej-620	155	29	,	,	PUNCT
alkej-620	155	30	then	then	ADV
alkej-620	155	31	the	the	DET
alkej-620	155	32	proposed	propose	VERB
alkej-620	155	33	algorithm	algorithm	NOUN
alkej-620	155	34	has	have	AUX
alkej-620	155	35	been	be	AUX
alkej-620	155	36	applied	apply	VERB
alkej-620	155	37	on	on	ADP
alkej-620	155	38	different	different	ADJ
alkej-620	155	39	added	add	VERB
alkej-620	155	40	gaussian	gaussian	ADJ
alkej-620	155	41	noise	noise	NOUN
alkej-620	155	42	of	of	ADP
alkej-620	155	43	levels	level	NOUN
alkej-620	155	44	:	:	PUNCT
alkej-620	155	45	(	(	PUNCT
alkej-620	155	46	standard	standard	ADJ
alkej-620	155	47	deviation	deviation	NOUN
alkej-620	155	48	)	)	PUNCT
alkej-620	155	49	σ	σ	NOUN
alkej-620	156	1	=	=	SYM
alkej-620	156	2	1	1	NUM
alkej-620	156	3	to	to	ADP
alkej-620	156	4	100	100	NUM
alkej-620	156	5	.	.	PUNCT
alkej-620	157	1	we	we	PRON
alkej-620	157	2	used	use	VERB
alkej-620	157	3	‘	'	PUNCT
alkej-620	157	4	daubechies	daubechie	NOUN
alkej-620	157	5	’	'	PUNCT
alkej-620	157	6	(	(	PUNCT
alkej-620	157	7	db4)[13	db4)[13	PROPN
alkej-620	157	8	]	]	PUNCT
alkej-620	157	9	at	at	ADP
alkej-620	157	10	two	two	NUM
alkej-620	157	11	levels	level	NOUN
alkej-620	157	12	of	of	ADP
alkej-620	157	13	decomposition	decomposition	NOUN
alkej-620	157	14	.	.	PUNCT
alkej-620	158	1	to	to	PART
alkej-620	158	2	evaluate	evaluate	VERB
alkej-620	158	3	the	the	DET
alkej-620	158	4	performance	performance	NOUN
alkej-620	158	5	of	of	ADP
alkej-620	158	6	the	the	DET
alkej-620	158	7	proposed	propose	VERB
alkej-620	158	8	method	method	NOUN
alkej-620	158	9	,	,	PUNCT
alkej-620	158	10	it	it	PRON
alkej-620	158	11	is	be	AUX
alkej-620	158	12	compared	compare	VERB
alkej-620	158	13	with	with	ADP
alkej-620	158	14	inverse	inverse	NOUN
alkej-620	158	15	filter	filter	NOUN
alkej-620	158	16	,	,	PUNCT
alkej-620	158	17	and	and	CCONJ
alkej-620	158	18	wiener	wiener	NOUN
alkej-620	158	19	filter	filter	NOUN
alkej-620	158	20	alone	alone	ADV
alkej-620	158	21	without	without	ADP
alkej-620	158	22	denoising	denoise	VERB
alkej-620	158	23	step	step	NOUN
alkej-620	158	24	using	use	VERB
alkej-620	158	25	peak	peak	NOUN
alkej-620	158	26	signal	signal	NOUN
alkej-620	158	27	to	to	PART
alkej-620	158	28	noise	noise	VERB
alkej-620	158	29	ratio	ratio	NOUN
alkej-620	158	30	(	(	PUNCT
alkej-620	158	31	psnr	psnr	NOUN
alkej-620	158	32	)	)	PUNCT
alkej-620	159	1	[	[	X
alkej-620	159	2	4	4	NUM
alkej-620	159	3	]	]	PUNCT
alkej-620	159	4	,	,	PUNCT
alkej-620	159	5	which	which	PRON
alkej-620	159	6	is	be	AUX
alkej-620	159	7	defined	define	VERB
alkej-620	159	8	as	as	ADP
alkej-620	159	9	:	:	PUNCT
alkej-620	159	10	where	where	SCONJ
alkej-620	159	11	,	,	PUNCT
alkej-620	159	12	mse	mse	PROPN
alkej-620	159	13	denotes	denote	VERB
alkej-620	159	14	the	the	DET
alkej-620	159	15	mean	mean	ADJ
alkej-620	159	16	square	square	ADJ
alkej-620	159	17	error	error	NOUN
alkej-620	159	18	between	between	ADP
alkej-620	159	19	the	the	DET
alkej-620	159	20	original	original	ADJ
alkej-620	159	21	and	and	CCONJ
alkej-620	159	22	the	the	DET
alkej-620	159	23	restored	restore	VERB
alkej-620	159	24	images	image	NOUN
alkej-620	159	25	,	,	PUNCT
alkej-620	159	26	and	and	CCONJ
alkej-620	159	27	is	be	AUX
alkej-620	159	28	given	give	VERB
alkej-620	159	29	as	as	ADP
alkej-620	159	30	:	:	PUNCT
alkej-620	159	31	)	)	PUNCT
alkej-620	159	32	16	16	NUM
alkej-620	159	33	(	(	PUNCT
alkej-620	159	34	...	...	SYM
alkej-620	159	35	1	1	NUM
alkej-620	159	36	1	1	NUM
alkej-620	159	37	)	)	PUNCT
alkej-620	159	38	,	,	PUNCT
alkej-620	159	39	(	(	PUNCT
alkej-620	159	40	2	2	NUM
alkej-620	159	41	1	1	NUM
alkej-620	159	42	)	)	PUNCT
alkej-620	159	43	(	(	PUNCT
alkej-620	159	44			X
alkej-620	159	45			NUM
alkej-620	159	46			X
alkej-620	160	1			NUM
alkej-620	161	1			NOUN
alkej-620	161	2	m	m	VERB
alkej-620	161	3	i	i	PRON
alkej-620	161	4	m	m	VERB
alkej-620	161	5	j	j	NOUN
alkej-620	161	6	jix	jix	PROPN
alkej-620	161	7	m	m	PROPN
alkej-620	161	8	ammeanarithmetic	ammeanarithmetic	ADJ
alkej-620	161	9	)	)	PUNCT
alkej-620	161	10	17	17	NUM
alkej-620	161	11	...	...	PUNCT
alkej-620	161	12	(	(	PUNCT
alkej-620	161	13	2	2	NUM
alkej-620	161	14	1	1	NUM
alkej-620	161	15	1	1	NUM
alkej-620	161	16	1	1	NUM
alkej-620	161	17	)	)	PUNCT
alkej-620	161	18	,	,	PUNCT
alkej-620	161	19	(	(	PUNCT
alkej-620	161	20	)	)	PUNCT
alkej-620	161	21	(	(	PUNCT
alkej-620	161	22	mm	mm	INTJ
alkej-620	161	23	i	i	NOUN
alkej-620	161	24	m	m	VERB
alkej-620	161	25	j	j	PROPN
alkej-620	161	26	jixgmmeangeometric	jixgmmeangeometric	ADJ
alkej-620	161	27			PROPN
alkej-620	161	28			PROPN
alkej-620	161	29			PRON
alkej-620	161	30			NOUN
alkej-620	161	31			VERB
alkej-620	161	32			PROPN
alkej-620	161	33			NUM
alkej-620	161	34			NUM
alkej-620	161	35			NUM
alkej-620	161	36			NOUN
alkej-620	161	37			NUM
alkej-620	161	38	)	)	PUNCT
alkej-620	161	39	18	18	NUM
alkej-620	161	40	...	...	PUNCT
alkej-620	161	41	(	(	PUNCT
alkej-620	161	42	)	)	PUNCT
alkej-620	161	43	)	)	PUNCT
alkej-620	161	44	,	,	PUNCT
alkej-620	161	45	(	(	PUNCT
alkej-620	161	46	)	)	PUNCT
alkej-620	161	47	,	,	PUNCT
alkej-620	161	48	(	(	PUNCT
alkej-620	161	49	(	(	PUNCT
alkej-620	161	50	log10	log10	X
alkej-620	161	51	2	2	NUM
alkej-620	161	52	minmax	minmax	X
alkej-620	161	53	10	10	NUM
alkej-620	161	54			PROPN
alkej-620	161	55			PROPN
alkej-620	161	56			PRON
alkej-620	161	57			NOUN
alkej-620	161	58			VERB
alkej-620	161	59			PROPN
alkej-620	161	60			PROPN
alkej-620	161	61			PROPN
alkej-620	161	62	mse	mse	PROPN
alkej-620	161	63	yxdyxd	yxdyxd	PROPN
alkej-620	161	64	psnr	psnr	NOUN
alkej-620	161	65	this	this	DET
alkej-620	161	66	page	page	NOUN
alkej-620	161	67	was	be	AUX
alkej-620	161	68	created	create	VERB
alkej-620	161	69	using	use	VERB
alkej-620	161	70	nitro	nitro	NOUN
alkej-620	161	71	pdf	pdf	NOUN
alkej-620	161	72	trial	trial	NOUN
alkej-620	161	73	software	software	NOUN
alkej-620	161	74	.	.	PUNCT
alkej-620	162	1	to	to	PART
alkej-620	162	2	purchase	purchase	VERB
alkej-620	162	3	,	,	PUNCT
alkej-620	162	4	go	go	VERB
alkej-620	162	5	to	to	ADP
alkej-620	162	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	162	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	162	8	mr	mr	PROPN
alkej-620	162	9	.	.	PROPN
alkej-620	162	10	firas	firas	PROPN
alkej-620	162	11	ali/	ali/	PROPN
alkej-620	162	12	al	al	PROPN
alkej-620	162	13	-	-	PUNCT
alkej-620	162	14	khwarizmi	khwarizmi	PROPN
alkej-620	162	15	engineering	engineering	NOUN
alkej-620	162	16	journal	journal	PROPN
alkej-620	162	17	,	,	PUNCT
alkej-620	162	18	vol.3	vol.3	PROPN
alkej-620	162	19	,	,	PUNCT
alkej-620	162	20	no	no	INTJ
alkej-620	162	21	.	.	NOUN
alkej-620	162	22	1	1	NUM
alkej-620	162	23	,	,	PUNCT
alkej-620	162	24	pp	pp	ADV
alkej-620	162	25	48	48	NUM
alkej-620	162	26	-	-	SYM
alkej-620	162	27	62	62	NUM
alkej-620	162	28	(	(	PUNCT
alkej-620	162	29	2007	2007	NUM
alkej-620	162	30	)	)	PUNCT
alkej-620	162	31	٥٦	٥٦	NUM
alkej-620	162	32	)	)	PUNCT
alkej-620	162	33	19	19	NUM
alkej-620	162	34	(	(	PUNCT
alkej-620	162	35	...	...	PUNCT
alkej-620	162	36	)	)	PUNCT
alkej-620	162	37	)	)	PUNCT
alkej-620	163	1	,	,	PUNCT
alkej-620	163	2	(	(	PUNCT
alkej-620	163	3	~	~	PUNCT
alkej-620	163	4	)	)	PUNCT
alkej-620	163	5	,	,	PUNCT
alkej-620	163	6	(	(	PUNCT
alkej-620	163	7	(	(	PUNCT
alkej-620	163	8	1	1	NUM
alkej-620	163	9	1	1	NUM
alkej-620	163	10	1	1	NUM
alkej-620	163	11	2	2	NUM
alkej-620	164	1			NUM
alkej-620	164	2			PROPN
alkej-620	164	3			PROPN
alkej-620	164	4	m	m	VERB
alkej-620	164	5	i	i	NOUN
alkej-620	164	6	n	n	CCONJ
alkej-620	164	7	j	j	PROPN
alkej-620	164	8	jifjif	jifjif	PROPN
alkej-620	164	9	mn	mn	PROPN
alkej-620	164	10	mse	mse	PROPN
alkej-620	164	11	where	where	SCONJ
alkej-620	164	12	,	,	PUNCT
alkej-620	164	13	m	m	VERB
alkej-620	164	14	width	width	ADJ
alkej-620	164	15	of	of	ADP
alkej-620	164	16	image	image	NOUN
alkej-620	164	17	n	n	DET
alkej-620	164	18	height	height	NOUN
alkej-620	164	19	of	of	ADP
alkej-620	164	20	image	image	NOUN
alkej-620	164	21	f	f	PROPN
alkej-620	164	22	~	~	PUNCT
alkej-620	164	23	(	(	PUNCT
alkej-620	164	24	i	i	PROPN
alkej-620	164	25	,	,	PUNCT
alkej-620	164	26	j	j	PROPN
alkej-620	164	27	)	)	PUNCT
alkej-620	164	28	restored	restore	VERB
alkej-620	164	29	image	image	NOUN
alkej-620	164	30	or	or	CCONJ
alkej-620	164	31	processed	process	VERB
alkej-620	164	32	image	image	NOUN
alkej-620	164	33	f	f	PROPN
alkej-620	164	34	(	(	PUNCT
alkej-620	164	35	i	i	PROPN
alkej-620	164	36	,	,	PUNCT
alkej-620	164	37	j	j	NOUN
alkej-620	164	38	)	)	PUNCT
alkej-620	164	39	original	original	ADJ
alkej-620	164	40	image	image	NOUN
alkej-620	164	41	figure(6	figure(6	PROPN
alkej-620	164	42	)	)	PUNCT
alkej-620	164	43	shows	show	VERB
alkej-620	164	44	the	the	DET
alkej-620	164	45	psnr	psnr	NOUN
alkej-620	164	46	against	against	ADP
alkej-620	164	47	white	white	ADJ
alkej-620	164	48	gaussian	gaussian	PROPN
alkej-620	164	49	noise	noise	NOUN
alkej-620	164	50	standard	standard	ADJ
alkej-620	164	51	deviation	deviation	NOUN
alkej-620	164	52	for	for	ADP
alkej-620	164	53	three	three	NUM
alkej-620	164	54	filters	filter	NOUN
alkej-620	164	55	,	,	PUNCT
alkej-620	164	56	inverse	inverse	NOUN
alkej-620	164	57	filter	filter	NOUN
alkej-620	164	58	,	,	PUNCT
alkej-620	164	59	wiener	wiener	NOUN
alkej-620	164	60	filter	filter	NOUN
alkej-620	164	61	alone	alone	ADV
alkej-620	164	62	and	and	CCONJ
alkej-620	164	63	our	our	PRON
alkej-620	164	64	proposed	propose	VERB
alkej-620	164	65	method	method	NOUN
alkej-620	164	66	the	the	DET
alkej-620	164	67	involve	involve	VERB
alkej-620	164	68	additional	additional	ADJ
alkej-620	164	69	denoising	denoising	NOUN
alkej-620	164	70	method	method	NOUN
alkej-620	164	71	after	after	ADP
alkej-620	164	72	wiener	wiener	NOUN
alkej-620	164	73	filter	filter	NOUN
alkej-620	164	74	.	.	PUNCT
alkej-620	165	1	it	it	PRON
alkej-620	165	2	is	be	AUX
alkej-620	165	3	obvious	obvious	ADJ
alkej-620	165	4	from	from	ADP
alkej-620	165	5	fig.(6	fig.(6	PROPN
alkej-620	165	6	)	)	PUNCT
alkej-620	165	7	that	that	PRON
alkej-620	165	8	our	our	PRON
alkej-620	165	9	proposed	propose	VERB
alkej-620	165	10	method	method	NOUN
alkej-620	165	11	outperforms	outperform	VERB
alkej-620	165	12	the	the	DET
alkej-620	165	13	inverse	inverse	NOUN
alkej-620	165	14	and	and	CCONJ
alkej-620	165	15	the	the	DET
alkej-620	165	16	wiener	wiener	NOUN
alkej-620	165	17	filters	filter	NOUN
alkej-620	165	18	.	.	PUNCT
alkej-620	166	1	it	it	PRON
alkej-620	166	2	removes	remove	VERB
alkej-620	166	3	noise	noise	NOUN
alkej-620	166	4	significantly	significantly	ADV
alkej-620	166	5	and	and	CCONJ
alkej-620	166	6	hence	hence	ADV
alkej-620	166	7	restore	restore	VERB
alkej-620	166	8	the	the	DET
alkej-620	166	9	image	image	NOUN
alkej-620	166	10	better	well	ADV
alkej-620	166	11	than	than	ADP
alkej-620	166	12	traditional	traditional	ADJ
alkej-620	166	13	wiener	wiener	NOUN
alkej-620	166	14	filter	filter	NOUN
alkej-620	166	15	.	.	PUNCT
alkej-620	167	1	fig	fig	NOUN
alkej-620	167	2	.	.	PUNCT
alkej-620	168	1	(	(	PUNCT
alkej-620	168	2	7	7	X
alkej-620	168	3	)	)	PUNCT
alkej-620	168	4	shows	show	VERB
alkej-620	168	5	the	the	DET
alkej-620	168	6	original	original	ADJ
alkej-620	168	7	zoza	zoza	NOUN
alkej-620	168	8	image	image	NOUN
alkej-620	168	9	,	,	PUNCT
alkej-620	168	10	the	the	DET
alkej-620	168	11	degraded	degraded	ADJ
alkej-620	168	12	image	image	NOUN
alkej-620	168	13	for	for	ADP
alkej-620	168	14	sigma	sigma	NOUN
alkej-620	168	15	=	=	SYM
alkej-620	168	16	25	25	NUM
alkej-620	168	17	,	,	PUNCT
alkej-620	168	18	50	50	NUM
alkej-620	168	19	and	and	CCONJ
alkej-620	168	20	75	75	NUM
alkej-620	168	21	and	and	CCONJ
alkej-620	168	22	resulting	result	VERB
alkej-620	168	23	images	image	NOUN
alkej-620	168	24	of	of	ADP
alkej-620	168	25	inverse	inverse	NOUN
alkej-620	168	26	filter	filter	NOUN
alkej-620	168	27	,	,	PUNCT
alkej-620	168	28	wiener	wiener	NOUN
alkej-620	168	29	filter	filter	NOUN
alkej-620	168	30	,	,	PUNCT
alkej-620	168	31	and	and	CCONJ
alkej-620	168	32	proposed	propose	VERB
alkej-620	168	33	method	method	NOUN
alkej-620	168	34	of	of	ADP
alkej-620	168	35	zoza	zoza	PROPN
alkej-620	168	36	image	image	NOUN
alkej-620	168	37	.	.	PUNCT
alkej-620	169	1	it	it	PRON
alkej-620	169	2	is	be	AUX
alkej-620	169	3	clear	clear	ADJ
alkej-620	169	4	that	that	SCONJ
alkej-620	169	5	the	the	DET
alkej-620	169	6	proposed	propose	VERB
alkej-620	169	7	method	method	NOUN
alkej-620	169	8	outperforms	outperform	VERB
alkej-620	169	9	the	the	DET
alkej-620	169	10	other	other	ADJ
alkej-620	169	11	methods	method	NOUN
alkej-620	169	12	in	in	ADP
alkej-620	169	13	visual	visual	ADJ
alkej-620	169	14	perception	perception	NOUN
alkej-620	169	15	especially	especially	ADV
alkej-620	169	16	in	in	ADP
alkej-620	169	17	high	high	ADJ
alkej-620	169	18	noise	noise	NOUN
alkej-620	169	19	level	level	NOUN
alkej-620	169	20	.	.	PUNCT
alkej-620	170	1	(	(	PUNCT
alkej-620	170	2	a	a	X
alkej-620	170	3	)	)	PUNCT
alkej-620	170	4	zoza	zoza	PROPN
alkej-620	170	5	image	image	NOUN
alkej-620	170	6	fig	fig	NOUN
alkej-620	170	7	.	.	PUNCT
alkej-620	171	1	(	(	PUNCT
alkej-620	171	2	6	6	X
alkej-620	171	3	)	)	PUNCT
alkej-620	171	4	comparison	comparison	NOUN
alkej-620	171	5	chart	chart	NOUN
alkej-620	171	6	of	of	ADP
alkej-620	171	7	psnr	psnr	NOUN
alkej-620	171	8	for	for	ADP
alkej-620	171	9	different	different	ADJ
alkej-620	171	10	methods	method	NOUN
alkej-620	171	11	0	0	NUM
alkej-620	171	12	5	5	NUM
alkej-620	171	13	10	10	NUM
alkej-620	171	14	15	15	NUM
alkej-620	171	15	20	20	NUM
alkej-620	171	16	25	25	NUM
alkej-620	171	17	30	30	NUM
alkej-620	171	18	35	35	NUM
alkej-620	171	19	40	40	NUM
alkej-620	171	20	1	1	NUM
alkej-620	171	21	11	11	NUM
alkej-620	171	22	21	21	NUM
alkej-620	171	23	31	31	NUM
alkej-620	171	24	41	41	NUM
alkej-620	171	25	51	51	NUM
alkej-620	171	26	61	61	NUM
alkej-620	171	27	71	71	NUM
alkej-620	171	28	81	81	NUM
alkej-620	171	29	91	91	NUM
alkej-620	171	30	standard	standard	ADJ
alkej-620	171	31	deviation	deviation	NOUN
alkej-620	171	32	of	of	ADP
alkej-620	171	33	gaussian	gaussian	ADJ
alkej-620	171	34	noise	noise	NOUN
alkej-620	171	35	p	p	PROPN
alkej-620	171	36	s	s	NOUN
alkej-620	171	37	n	n	PRON
alkej-620	171	38	r	r	NOUN
alkej-620	171	39	in	in	ADP
alkej-620	171	40	d	d	PROPN
alkej-620	171	41	b	b	PROPN
alkej-620	171	42	adaptive	adaptive	ADJ
alkej-620	171	43	thershold	thershold	VERB
alkej-620	171	44	wavelet	wavelet	NOUN
alkej-620	171	45	generlized	generlize	VERB
alkej-620	171	46	wiener	wiener	NOUN
alkej-620	171	47	generlized	generlize	VERB
alkej-620	171	48	inverse	inverse	NOUN
alkej-620	171	49	this	this	DET
alkej-620	171	50	page	page	NOUN
alkej-620	171	51	was	be	AUX
alkej-620	171	52	created	create	VERB
alkej-620	171	53	using	use	VERB
alkej-620	171	54	nitro	nitro	NOUN
alkej-620	171	55	pdf	pdf	NOUN
alkej-620	171	56	trial	trial	NOUN
alkej-620	171	57	software	software	NOUN
alkej-620	171	58	.	.	PUNCT
alkej-620	172	1	to	to	PART
alkej-620	172	2	purchase	purchase	VERB
alkej-620	172	3	,	,	PUNCT
alkej-620	172	4	go	go	VERB
alkej-620	172	5	to	to	ADP
alkej-620	172	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	172	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	172	8	mr	mr	PROPN
alkej-620	172	9	.	.	PROPN
alkej-620	172	10	firas	firas	PROPN
alkej-620	172	11	ali/	ali/	PROPN
alkej-620	172	12	al	al	PROPN
alkej-620	172	13	-	-	PUNCT
alkej-620	172	14	khwarizmi	khwarizmi	PROPN
alkej-620	172	15	engineering	engineering	NOUN
alkej-620	172	16	journal	journal	PROPN
alkej-620	172	17	,	,	PUNCT
alkej-620	172	18	vol.3	vol.3	PROPN
alkej-620	172	19	,	,	PUNCT
alkej-620	172	20	no	no	INTJ
alkej-620	172	21	.	.	NOUN
alkej-620	172	22	1	1	NUM
alkej-620	172	23	,	,	PUNCT
alkej-620	172	24	pp	pp	ADV
alkej-620	172	25	48	48	NUM
alkej-620	172	26	-	-	SYM
alkej-620	172	27	62	62	NUM
alkej-620	172	28	(	(	PUNCT
alkej-620	172	29	2007	2007	NUM
alkej-620	172	30	)	)	PUNCT
alkej-620	172	31	٥٧	٥٧	NUM
alkej-620	172	32	(	(	PUNCT
alkej-620	172	33	b	b	NOUN
alkej-620	172	34	)	)	PUNCT
alkej-620	172	35	degraded	degraded	ADJ
alkej-620	172	36	image	image	NOUN
alkej-620	172	37	with	with	ADP
alkej-620	172	38	sigma	sigma	NOUN
alkej-620	172	39	=	=	SYM
alkej-620	172	40	25	25	NUM
alkej-620	172	41	(	(	PUNCT
alkej-620	172	42	c	c	NOUN
alkej-620	172	43	)	)	PUNCT
alkej-620	172	44	resorted	resort	VERB
alkej-620	172	45	image	image	NOUN
alkej-620	172	46	using	use	VERB
alkej-620	172	47	inverse	inverse	NOUN
alkej-620	172	48	filtering	filtering	NOUN
alkej-620	172	49	(	(	PUNCT
alkej-620	172	50	d	d	NOUN
alkej-620	172	51	)	)	PUNCT
alkej-620	172	52	resorted	resort	VERB
alkej-620	172	53	image	image	NOUN
alkej-620	172	54	using	use	VERB
alkej-620	172	55	wiener	wiener	NOUN
alkej-620	172	56	filtering	filtering	NOUN
alkej-620	172	57	(	(	PUNCT
alkej-620	172	58	e	e	NOUN
alkej-620	172	59	)	)	PUNCT
alkej-620	172	60	resorted	resort	VERB
alkej-620	172	61	image	image	NOUN
alkej-620	172	62	using	use	VERB
alkej-620	172	63	our	our	PRON
alkej-620	172	64	proposed	propose	VERB
alkej-620	172	65	method	method	NOUN
alkej-620	172	66	this	this	DET
alkej-620	172	67	page	page	NOUN
alkej-620	172	68	was	be	AUX
alkej-620	172	69	created	create	VERB
alkej-620	172	70	using	use	VERB
alkej-620	172	71	nitro	nitro	NOUN
alkej-620	172	72	pdf	pdf	NOUN
alkej-620	172	73	trial	trial	NOUN
alkej-620	172	74	software	software	NOUN
alkej-620	172	75	.	.	PUNCT
alkej-620	173	1	to	to	PART
alkej-620	173	2	purchase	purchase	VERB
alkej-620	173	3	,	,	PUNCT
alkej-620	173	4	go	go	VERB
alkej-620	173	5	to	to	ADP
alkej-620	173	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	173	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	173	8	mr	mr	PROPN
alkej-620	173	9	.	.	PROPN
alkej-620	173	10	firas	firas	PROPN
alkej-620	173	11	ali/	ali/	PROPN
alkej-620	173	12	al	al	PROPN
alkej-620	173	13	-	-	PUNCT
alkej-620	173	14	khwarizmi	khwarizmi	PROPN
alkej-620	173	15	engineering	engineering	NOUN
alkej-620	173	16	journal	journal	PROPN
alkej-620	173	17	,	,	PUNCT
alkej-620	173	18	vol.3	vol.3	PROPN
alkej-620	173	19	,	,	PUNCT
alkej-620	173	20	no	no	INTJ
alkej-620	173	21	.	.	NOUN
alkej-620	173	22	1	1	NUM
alkej-620	173	23	,	,	PUNCT
alkej-620	173	24	pp	pp	ADV
alkej-620	173	25	48	48	NUM
alkej-620	173	26	-	-	SYM
alkej-620	173	27	62	62	NUM
alkej-620	173	28	(	(	PUNCT
alkej-620	173	29	2007	2007	NUM
alkej-620	173	30	)	)	PUNCT
alkej-620	174	1	٥٨	٥٨	PROPN
alkej-620	174	2	(	(	PUNCT
alkej-620	174	3	f	f	X
alkej-620	174	4	)	)	PUNCT
alkej-620	174	5	degraded	degraded	ADJ
alkej-620	174	6	image	image	NOUN
alkej-620	174	7	with	with	ADP
alkej-620	174	8	sigma	sigma	NOUN
alkej-620	174	9	=	=	SYM
alkej-620	174	10	50	50	NUM
alkej-620	174	11	(	(	PUNCT
alkej-620	174	12	g	g	NOUN
alkej-620	174	13	)	)	PUNCT
alkej-620	174	14	resorted	resort	VERB
alkej-620	174	15	image	image	NOUN
alkej-620	174	16	using	use	VERB
alkej-620	174	17	inverse	inverse	NOUN
alkej-620	174	18	filtering	filtering	NOUN
alkej-620	174	19	(	(	PUNCT
alkej-620	174	20	h	h	NOUN
alkej-620	174	21	)	)	PUNCT
alkej-620	174	22	resorted	resort	VERB
alkej-620	174	23	image	image	NOUN
alkej-620	174	24	using	use	VERB
alkej-620	174	25	wiener	wiener	NOUN
alkej-620	174	26	filtering	filtering	NOUN
alkej-620	174	27	(	(	PUNCT
alkej-620	174	28	i	i	NOUN
alkej-620	174	29	)	)	PUNCT
alkej-620	174	30	resorted	resort	VERB
alkej-620	174	31	image	image	NOUN
alkej-620	174	32	using	use	VERB
alkej-620	174	33	our	our	PRON
alkej-620	174	34	proposed	propose	VERB
alkej-620	174	35	method	method	NOUN
alkej-620	174	36	this	this	DET
alkej-620	174	37	page	page	NOUN
alkej-620	174	38	was	be	AUX
alkej-620	174	39	created	create	VERB
alkej-620	174	40	using	use	VERB
alkej-620	174	41	nitro	nitro	NOUN
alkej-620	174	42	pdf	pdf	NOUN
alkej-620	174	43	trial	trial	NOUN
alkej-620	174	44	software	software	NOUN
alkej-620	174	45	.	.	PUNCT
alkej-620	175	1	to	to	PART
alkej-620	175	2	purchase	purchase	VERB
alkej-620	175	3	,	,	PUNCT
alkej-620	175	4	go	go	VERB
alkej-620	175	5	to	to	ADP
alkej-620	175	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	175	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	175	8	mr	mr	PROPN
alkej-620	175	9	.	.	PROPN
alkej-620	175	10	firas	firas	PROPN
alkej-620	175	11	ali/	ali/	PROPN
alkej-620	175	12	al	al	PROPN
alkej-620	175	13	-	-	PUNCT
alkej-620	175	14	khwarizmi	khwarizmi	PROPN
alkej-620	175	15	engineering	engineering	NOUN
alkej-620	175	16	journal	journal	PROPN
alkej-620	175	17	,	,	PUNCT
alkej-620	175	18	vol.3	vol.3	PROPN
alkej-620	175	19	,	,	PUNCT
alkej-620	175	20	no	no	INTJ
alkej-620	175	21	.	.	NOUN
alkej-620	175	22	1	1	NUM
alkej-620	175	23	,	,	PUNCT
alkej-620	175	24	pp	pp	ADV
alkej-620	175	25	48	48	NUM
alkej-620	175	26	-	-	SYM
alkej-620	175	27	62	62	NUM
alkej-620	175	28	(	(	PUNCT
alkej-620	175	29	2007	2007	NUM
alkej-620	175	30	)	)	PUNCT
alkej-620	175	31	٥٩	٥٩	NUM
alkej-620	175	32	(	(	PUNCT
alkej-620	175	33	j	j	NOUN
alkej-620	175	34	)	)	PUNCT
alkej-620	175	35	degraded	degraded	ADJ
alkej-620	175	36	image	image	NOUN
alkej-620	175	37	with	with	ADP
alkej-620	175	38	sigma	sigma	NOUN
alkej-620	175	39	=	=	SYM
alkej-620	175	40	75	75	NUM
alkej-620	175	41	(	(	PUNCT
alkej-620	175	42	k	k	NOUN
alkej-620	175	43	)	)	PUNCT
alkej-620	175	44	resorted	resort	VERB
alkej-620	175	45	image	image	NOUN
alkej-620	175	46	using	use	VERB
alkej-620	175	47	inverse	inverse	NOUN
alkej-620	175	48	filtering	filtering	NOUN
alkej-620	175	49	(	(	PUNCT
alkej-620	175	50	l	l	NOUN
alkej-620	175	51	)	)	PUNCT
alkej-620	175	52	resorted	resort	VERB
alkej-620	175	53	image	image	NOUN
alkej-620	175	54	using	use	VERB
alkej-620	175	55	wiener	wiener	NOUN
alkej-620	175	56	filtering	filtering	NOUN
alkej-620	175	57	(	(	PUNCT
alkej-620	175	58	m	m	NOUN
alkej-620	175	59	)	)	PUNCT
alkej-620	175	60	resorted	resort	VERB
alkej-620	175	61	image	image	NOUN
alkej-620	175	62	using	use	VERB
alkej-620	175	63	our	our	PRON
alkej-620	175	64	proposed	propose	VERB
alkej-620	175	65	method	method	NOUN
alkej-620	175	66	fig.(7	fig.(7	NOUN
alkej-620	175	67	)	)	PUNCT
alkej-620	175	68	restoration	restoration	NOUN
alkej-620	175	69	of	of	ADP
alkej-620	175	70	‘	'	PUNCT
alkej-620	175	71	zoza	zoza	NOUN
alkej-620	175	72	’	'	PUNCT
alkej-620	175	73	image	image	NOUN
alkej-620	175	74	blurred	blur	VERB
alkej-620	175	75	by	by	ADP
alkej-620	175	76	4x4	4x4	NUM
alkej-620	175	77	average	average	ADJ
alkej-620	175	78	filter	filter	NOUN
alkej-620	175	79	and	and	CCONJ
alkej-620	175	80	corrupted	corrupt	VERB
alkej-620	175	81	by	by	ADP
alkej-620	175	82	gaussian	gaussian	ADJ
alkej-620	175	83	noise	noise	NOUN
alkej-620	175	84	of	of	ADP
alkej-620	175	85	standard	standard	ADJ
alkej-620	175	86	deviation	deviation	NOUN
alkej-620	175	87	of	of	ADP
alkej-620	175	88	25	25	NUM
alkej-620	175	89	,	,	PUNCT
alkej-620	175	90	50	50	NUM
alkej-620	175	91	and	and	CCONJ
alkej-620	175	92	75	75	NUM
alkej-620	175	93	using	use	VERB
alkej-620	175	94	different	different	ADJ
alkej-620	175	95	methods	method	NOUN
alkej-620	175	96	this	this	DET
alkej-620	175	97	page	page	NOUN
alkej-620	175	98	was	be	AUX
alkej-620	175	99	created	create	VERB
alkej-620	175	100	using	use	VERB
alkej-620	175	101	nitro	nitro	NOUN
alkej-620	175	102	pdf	pdf	NOUN
alkej-620	175	103	trial	trial	NOUN
alkej-620	175	104	software	software	NOUN
alkej-620	175	105	.	.	PUNCT
alkej-620	176	1	to	to	PART
alkej-620	176	2	purchase	purchase	VERB
alkej-620	176	3	,	,	PUNCT
alkej-620	176	4	go	go	VERB
alkej-620	176	5	to	to	ADP
alkej-620	176	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	176	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	176	8	mr	mr	PROPN
alkej-620	176	9	.	.	PROPN
alkej-620	176	10	firas	firas	PROPN
alkej-620	176	11	ali/	ali/	PROPN
alkej-620	176	12	al	al	PROPN
alkej-620	176	13	-	-	PUNCT
alkej-620	176	14	khwarizmi	khwarizmi	PROPN
alkej-620	176	15	engineering	engineering	NOUN
alkej-620	176	16	journal	journal	PROPN
alkej-620	176	17	,	,	PUNCT
alkej-620	176	18	vol.3	vol.3	PROPN
alkej-620	176	19	,	,	PUNCT
alkej-620	176	20	no	no	INTJ
alkej-620	176	21	.	.	NOUN
alkej-620	176	22	1	1	NUM
alkej-620	176	23	,	,	PUNCT
alkej-620	176	24	pp	pp	ADV
alkej-620	176	25	48	48	NUM
alkej-620	176	26	-	-	SYM
alkej-620	176	27	62	62	NUM
alkej-620	176	28	(	(	PUNCT
alkej-620	176	29	2007	2007	NUM
alkej-620	176	30	)	)	PUNCT
alkej-620	176	31	٦٠	٦٠	NUM
alkej-620	176	32	9	9	NUM
alkej-620	176	33	.	.	PUNCT
alkej-620	177	1	conclusion	conclusion	NOUN
alkej-620	177	2	a	a	DET
alkej-620	177	3	method	method	NOUN
alkej-620	177	4	for	for	ADP
alkej-620	177	5	image	image	NOUN
alkej-620	177	6	restoration	restoration	NOUN
alkej-620	177	7	have	have	AUX
alkej-620	177	8	been	be	AUX
alkej-620	177	9	proposed	propose	VERB
alkej-620	177	10	here	here	ADV
alkej-620	177	11	.	.	PUNCT
alkej-620	178	1	the	the	DET
alkej-620	178	2	proposed	propose	VERB
alkej-620	178	3	method	method	NOUN
alkej-620	178	4	added	add	VERB
alkej-620	178	5	to	to	ADP
alkej-620	178	6	wiener	wiener	NOUN
alkej-620	178	7	filter	filter	NOUN
alkej-620	178	8	a	a	DET
alkej-620	178	9	denoising	denoise	VERB
alkej-620	178	10	step	step	NOUN
alkej-620	178	11	to	to	PART
alkej-620	178	12	remove	remove	VERB
alkej-620	178	13	the	the	DET
alkej-620	178	14	amplified	amplify	VERB
alkej-620	178	15	noise	noise	NOUN
alkej-620	178	16	.	.	PUNCT
alkej-620	179	1	wavelet	wavelet	NOUN
alkej-620	179	2	-	-	PUNCT
alkej-620	179	3	based	base	VERB
alkej-620	179	4	denoising	denoising	NOUN
alkej-620	179	5	scheme	scheme	NOUN
alkej-620	179	6	with	with	ADP
alkej-620	179	7	adaptive	adaptive	ADJ
alkej-620	179	8	threshold	threshold	NOUN
alkej-620	179	9	is	be	AUX
alkej-620	179	10	the	the	DET
alkej-620	179	11	denoising	denoise	VERB
alkej-620	179	12	step	step	NOUN
alkej-620	179	13	that	that	PRON
alkej-620	179	14	used	use	VERB
alkej-620	179	15	in	in	ADP
alkej-620	179	16	our	our	PRON
alkej-620	179	17	work	work	NOUN
alkej-620	179	18	.	.	PUNCT
alkej-620	180	1	experiments	experiment	NOUN
alkej-620	180	2	are	be	AUX
alkej-620	180	3	conducted	conduct	VERB
alkej-620	180	4	on	on	ADP
alkej-620	180	5	image	image	NOUN
alkej-620	180	6	corrupted	corrupt	VERB
alkej-620	180	7	by	by	ADP
alkej-620	180	8	various	various	ADJ
alkej-620	180	9	noise	noise	NOUN
alkej-620	180	10	levels	level	NOUN
alkej-620	180	11	to	to	PART
alkej-620	180	12	access	access	VERB
alkej-620	180	13	the	the	DET
alkej-620	180	14	performance	performance	NOUN
alkej-620	180	15	of	of	ADP
alkej-620	180	16	thresholding	thresholde	VERB
alkej-620	180	17	method	method	NOUN
alkej-620	180	18	in	in	ADP
alkej-620	180	19	comparison	comparison	NOUN
alkej-620	180	20	with	with	ADP
alkej-620	180	21	filters	filter	NOUN
alkej-620	180	22	like	like	ADP
alkej-620	180	23	wiener	wiener	NOUN
alkej-620	180	24	and	and	CCONJ
alkej-620	180	25	inverse	inverse	NOUN
alkej-620	180	26	filters	filter	NOUN
alkej-620	180	27	.	.	PUNCT
alkej-620	181	1	the	the	DET
alkej-620	181	2	obtained	obtain	VERB
alkej-620	181	3	experimental	experimental	ADJ
alkej-620	181	4	results	result	NOUN
alkej-620	181	5	proved	prove	VERB
alkej-620	181	6	that	that	SCONJ
alkej-620	181	7	our	our	PRON
alkej-620	181	8	proposed	propose	VERB
alkej-620	181	9	method	method	NOUN
alkej-620	181	10	better	well	ADV
alkej-620	181	11	than	than	ADP
alkej-620	181	12	inverse	inverse	NOUN
alkej-620	181	13	and	and	CCONJ
alkej-620	181	14	wiener	wiener	NOUN
alkej-620	181	15	filters	filter	NOUN
alkej-620	181	16	because	because	SCONJ
alkej-620	181	17	it	it	PRON
alkej-620	181	18	is	be	AUX
alkej-620	181	19	removed	remove	VERB
alkej-620	181	20	noise	noise	NOUN
alkej-620	181	21	significantly	significantly	ADV
alkej-620	181	22	and	and	CCONJ
alkej-620	181	23	restored	restore	VERB
alkej-620	181	24	the	the	DET
alkej-620	181	25	image	image	NOUN
alkej-620	181	26	better	well	ADV
alkej-620	181	27	than	than	ADP
alkej-620	181	28	the	the	DET
alkej-620	181	29	other	other	ADJ
alkej-620	181	30	methods	method	NOUN
alkej-620	181	31	,	,	PUNCT
alkej-620	181	32	and	and	CCONJ
alkej-620	181	33	this	this	PRON
alkej-620	181	34	is	be	AUX
alkej-620	181	35	very	very	ADV
alkej-620	181	36	clear	clear	ADJ
alkej-620	181	37	in	in	ADP
alkej-620	181	38	visual	visual	ADJ
alkej-620	181	39	perception	perception	NOUN
alkej-620	181	40	of	of	ADP
alkej-620	181	41	results	result	NOUN
alkej-620	181	42	especially	especially	ADV
alkej-620	181	43	in	in	ADP
alkej-620	181	44	high	high	ADJ
alkej-620	181	45	noise	noise	NOUN
alkej-620	181	46	level	level	NOUN
alkej-620	181	47	.	.	PUNCT
alkej-620	182	1	from	from	ADP
alkej-620	182	2	the	the	DET
alkej-620	182	3	results	result	NOUN
alkej-620	182	4	,	,	PUNCT
alkej-620	182	5	its	its	PRON
alkej-620	182	6	clear	clear	ADJ
alkej-620	182	7	that	that	SCONJ
alkej-620	182	8	our	our	PRON
alkej-620	182	9	proposed	propose	VERB
alkej-620	182	10	restoration	restoration	NOUN
alkej-620	182	11	technique	technique	NOUN
alkej-620	182	12	has	have	AUX
alkej-620	182	13	possessed	possess	VERB
alkej-620	182	14	better	well	ADJ
alkej-620	182	15	psnr	psnr	NOUN
alkej-620	182	16	than	than	ADP
alkej-620	182	17	inverse	inverse	NOUN
alkej-620	182	18	and	and	CCONJ
alkej-620	182	19	than	than	ADP
alkej-620	182	20	traditional	traditional	ADJ
alkej-620	182	21	wiener	wiener	NOUN
alkej-620	182	22	filter	filter	NOUN
alkej-620	182	23	and	and	CCONJ
alkej-620	182	24	this	this	PRON
alkej-620	182	25	is	be	AUX
alkej-620	182	26	because	because	SCONJ
alkej-620	182	27	of	of	ADP
alkej-620	182	28	the	the	DET
alkej-620	182	29	additional	additional	ADJ
alkej-620	182	30	noise	noise	NOUN
alkej-620	182	31	removal	removal	NOUN
alkej-620	182	32	step	step	NOUN
alkej-620	182	33	,	,	PUNCT
alkej-620	182	34	and	and	CCONJ
alkej-620	182	35	because	because	SCONJ
alkej-620	182	36	this	this	DET
alkej-620	182	37	denoising	denoising	NOUN
alkej-620	182	38	step	step	NOUN
alkej-620	182	39	is	be	AUX
alkej-620	182	40	more	more	ADV
alkej-620	182	41	subband	subband	NOUN
alkej-620	182	42	adaptive	adaptive	ADJ
alkej-620	182	43	and	and	CCONJ
alkej-620	182	44	is	be	AUX
alkej-620	182	45	based	base	VERB
alkej-620	182	46	on	on	ADP
alkej-620	182	47	the	the	DET
alkej-620	182	48	analysis	analysis	NOUN
alkej-620	182	49	of	of	ADP
alkej-620	182	50	statistical	statistical	ADJ
alkej-620	182	51	parameters	parameter	NOUN
alkej-620	182	52	like	like	ADP
alkej-620	182	53	arithmetic	arithmetic	ADJ
alkej-620	182	54	mean	mean	NOUN
alkej-620	182	55	,	,	PUNCT
alkej-620	182	56	geometrical	geometrical	ADJ
alkej-620	182	57	mean	mean	NOUN
alkej-620	182	58	and	and	CCONJ
alkej-620	182	59	standard	standard	ADJ
alkej-620	182	60	deviation	deviation	NOUN
alkej-620	182	61	of	of	ADP
alkej-620	182	62	the	the	DET
alkej-620	182	63	subband	subband	NOUN
alkej-620	182	64	coefficients	coefficient	NOUN
alkej-620	182	65	,	,	PUNCT
alkej-620	182	66	so	so	CCONJ
alkej-620	182	67	at	at	ADP
alkej-620	182	68	higher	high	ADJ
alkej-620	182	69	values	value	NOUN
alkej-620	182	70	of	of	ADP
alkej-620	182	71	sigma	sigma	NOUN
alkej-620	182	72	our	our	PRON
alkej-620	182	73	proposed	propose	VERB
alkej-620	182	74	method	method	NOUN
alkej-620	182	75	overcame	overcome	VERB
alkej-620	182	76	the	the	DET
alkej-620	182	77	other	other	ADJ
alkej-620	182	78	two	two	NUM
alkej-620	182	79	methods	method	NOUN
alkej-620	182	80	.	.	PUNCT
alkej-620	183	1	the	the	DET
alkej-620	183	2	method	method	NOUN
alkej-620	183	3	also	also	ADV
alkej-620	183	4	overcame	overcome	VERB
alkej-620	183	5	the	the	DET
alkej-620	183	6	wiener	wiener	NOUN
alkej-620	183	7	filtering	filtering	NOUN
alkej-620	183	8	in	in	ADP
alkej-620	183	9	the	the	DET
alkej-620	183	10	case	case	NOUN
alkej-620	183	11	when	when	SCONJ
alkej-620	183	12	the	the	DET
alkej-620	183	13	blurring	blur	VERB
alkej-620	183	14	filter	filter	NOUN
alkej-620	183	15	is	be	AUX
alkej-620	183	16	singular	singular	ADJ
alkej-620	183	17	where	where	SCONJ
alkej-620	183	18	wiener	wiener	NOUN
alkej-620	183	19	filtering	filtering	NOUN
alkej-620	183	20	actually	actually	ADV
alkej-620	183	21	amplified	amplify	VERB
alkej-620	183	22	the	the	DET
alkej-620	183	23	noise.on	noise.on	PRON
alkej-620	183	24	the	the	DET
alkej-620	183	25	other	other	ADJ
alkej-620	183	26	hand	hand	NOUN
alkej-620	183	27	,	,	PUNCT
alkej-620	183	28	and	and	CCONJ
alkej-620	183	29	at	at	ADP
alkej-620	183	30	high	high	ADJ
alkej-620	183	31	values	value	NOUN
alkej-620	183	32	of	of	ADP
alkej-620	183	33	sigma	sigma	NOUN
alkej-620	183	34	,	,	PUNCT
alkej-620	183	35	some	some	DET
alkej-620	183	36	artifacts	artifact	NOUN
alkej-620	183	37	have	have	AUX
alkej-620	183	38	been	be	AUX
alkej-620	183	39	added	add	VERB
alkej-620	183	40	to	to	ADP
alkej-620	183	41	the	the	DET
alkej-620	183	42	restored	restore	VERB
alkej-620	183	43	image	image	NOUN
alkej-620	183	44	due	due	ADP
alkej-620	183	45	to	to	ADP
alkej-620	183	46	wavelet	wavelet	NOUN
alkej-620	183	47	denoising	denoising	NOUN
alkej-620	183	48	,	,	PUNCT
alkej-620	183	49	and	and	CCONJ
alkej-620	183	50	this	this	PRON
alkej-620	183	51	can	can	AUX
alkej-620	183	52	be	be	AUX
alkej-620	183	53	left	leave	VERB
alkej-620	183	54	for	for	ADP
alkej-620	183	55	future	future	ADJ
alkej-620	183	56	work	work	NOUN
alkej-620	183	57	to	to	PART
alkej-620	183	58	suggest	suggest	VERB
alkej-620	183	59	a	a	DET
alkej-620	183	60	suitable	suitable	ADJ
alkej-620	183	61	additional	additional	ADJ
alkej-620	183	62	filter	filter	NOUN
alkej-620	183	63	or	or	CCONJ
alkej-620	183	64	method	method	NOUN
alkej-620	183	65	to	to	PART
alkej-620	183	66	remove	remove	VERB
alkej-620	183	67	these	these	DET
alkej-620	183	68	artifacts	artifact	NOUN
alkej-620	183	69	.	.	PUNCT
alkej-620	184	1	finally	finally	ADV
alkej-620	184	2	,	,	PUNCT
alkej-620	184	3	and	and	CCONJ
alkej-620	184	4	from	from	ADP
alkej-620	184	5	applications	application	NOUN
alkej-620	184	6	point	point	NOUN
alkej-620	184	7	of	of	ADP
alkej-620	184	8	view	view	NOUN
alkej-620	184	9	,	,	PUNCT
alkej-620	184	10	since	since	SCONJ
alkej-620	184	11	the	the	DET
alkej-620	184	12	proposed	propose	VERB
alkej-620	184	13	method	method	NOUN
alkej-620	184	14	proved	prove	VERB
alkej-620	184	15	to	to	PART
alkej-620	184	16	have	have	VERB
alkej-620	184	17	better	well	ADJ
alkej-620	184	18	psnr	psnr	NOUN
alkej-620	184	19	than	than	ADP
alkej-620	184	20	other	other	ADJ
alkej-620	184	21	methods	method	NOUN
alkej-620	184	22	,	,	PUNCT
alkej-620	184	23	it	it	PRON
alkej-620	184	24	can	can	AUX
alkej-620	184	25	be	be	AUX
alkej-620	184	26	used	use	VERB
alkej-620	184	27	in	in	ADP
alkej-620	184	28	restoration	restoration	NOUN
alkej-620	184	29	applications	application	NOUN
alkej-620	184	30	where	where	SCONJ
alkej-620	184	31	the	the	DET
alkej-620	184	32	images	image	NOUN
alkej-620	184	33	are	be	AUX
alkej-620	184	34	degraded	degrade	VERB
alkej-620	184	35	during	during	ADP
alkej-620	184	36	transmission	transmission	NOUN
alkej-620	184	37	,	,	PUNCT
alkej-620	184	38	which	which	PRON
alkej-620	184	39	adds	add	VERB
alkej-620	184	40	random	random	ADJ
alkej-620	184	41	noise	noise	NOUN
alkej-620	184	42	normally	normally	ADV
alkej-620	184	43	in	in	ADP
alkej-620	184	44	nature	nature	NOUN
alkej-620	184	45	.	.	PUNCT
alkej-620	185	1	references:[1	references:[1	PROPN
alkej-620	185	2	]	]	PUNCT
alkej-620	186	1	rafael	rafael	PROPN
alkej-620	186	2	c.gonzalez	c.gonzalez	PROPN
alkej-620	186	3	&	&	CCONJ
alkej-620	186	4	richard	richard	PROPN
alkej-620	186	5	e.wodds	e.wodd	VERB
alkej-620	186	6	,	,	PUNCT
alkej-620	186	7	“	"	PUNCT
alkej-620	186	8	digital	digital	ADJ
alkej-620	186	9	image	image	NOUN
alkej-620	186	10	processing	processing	NOUN
alkej-620	186	11	”	"	PUNCT
alkej-620	186	12	,	,	PUNCT
alkej-620	186	13	prentice	prentice	NOUN
alkej-620	186	14	-	-	PUNCT
alkej-620	186	15	hall	hall	NOUN
alkej-620	186	16	,	,	PUNCT
alkej-620	186	17	inc	inc	PROPN
alkej-620	186	18	.	.	PROPN
alkej-620	186	19	,	,	PUNCT
alkej-620	186	20	2002	2002	NUM
alkej-620	186	21	.	.	PUNCT
alkej-620	187	1	[	[	X
alkej-620	187	2	2	2	NUM
alkej-620	187	3	]	]	X
alkej-620	187	4	scott	scott	PROPN
alkej-620	187	5	e	e	PROPN
alkej-620	187	6	umbang	umbang	PROPN
alkej-620	187	7	.	.	PROPN
alkej-620	187	8	,	,	PUNCT
alkej-620	187	9	"	"	PUNCT
alkej-620	187	10	computer	computer	NOUN
alkej-620	187	11	vision	vision	NOUN
alkej-620	187	12	and	and	CCONJ
alkej-620	187	13	image	image	NOUN
alkej-620	187	14	processing	processing	NOUN
alkej-620	187	15	"	"	PUNCT
alkej-620	187	16	,	,	PUNCT
alkej-620	187	17	a	a	DET
alkej-620	187	18	practical	practical	ADJ
alkej-620	187	19	approach	approach	NOUN
alkej-620	187	20	using	use	VERB
alkej-620	187	21	cvip	cvip	PROPN
alkej-620	187	22	tools	tool	NOUN
alkej-620	187	23	,	,	PUNCT
alkej-620	187	24	prentice	prentice	NOUN
alkej-620	187	25	hall	hall	PROPN
alkej-620	187	26	,	,	PUNCT
alkej-620	187	27	inc	inc	PROPN
alkej-620	187	28	.	.	PROPN
alkej-620	187	29	,	,	PUNCT
alkej-620	187	30	upper	upper	ADJ
alkej-620	187	31	saddle	saddle	NOUN
alkej-620	187	32	river	river	NOUN
alkej-620	187	33	,	,	PUNCT
alkej-620	187	34	1998	1998	NUM
alkej-620	187	35	.	.	PUNCT
alkej-620	188	1	[	[	X
alkej-620	188	2	3	3	NUM
alkej-620	188	3	]	]	X
alkej-620	188	4	lakhwinder	lakhwind	ADJ
alkej-620	188	5	kaur	kaur	PROPN
alkej-620	188	6	,	,	PUNCT
alkej-620	188	7	savita	savita	PROPN
alkej-620	188	8	gupta	gupta	PROPN
alkej-620	188	9	,	,	PUNCT
alkej-620	188	10	r.c	r.c	PROPN
alkej-620	188	11	.	.	PROPN
alkej-620	188	12	chauhan	chauhan	PROPN
alkej-620	188	13	,	,	PUNCT
alkej-620	188	14	"	"	PUNCT
alkej-620	188	15	image	image	NOUN
alkej-620	188	16	denoising	denoising	NOUN
alkej-620	188	17	using	use	VERB
alkej-620	188	18	wavelet	wavelet	NOUN
alkej-620	188	19	thresholding	thresholding	NOUN
alkej-620	188	20	"	"	PUNCT
alkej-620	188	21	,	,	PUNCT
alkej-620	188	22	dept	dept	NOUN
alkej-620	188	23	.	.	PROPN
alkej-620	188	24	of	of	ADP
alkej-620	188	25	cse	cse	PROPN
alkej-620	188	26	sliet	sliet	NOUN
alkej-620	188	27	,	,	PUNCT
alkej-620	188	28	longowal	longowal	PROPN
alkej-620	188	29	punjab	punjab	PROPN
alkej-620	188	30	(	(	PUNCT
alkej-620	188	31	148106	148106	NUM
alkej-620	188	32	)	)	PUNCT
alkej-620	188	33	,	,	PUNCT
alkej-620	188	34	india	india	PROPN
alkej-620	188	35	,	,	PUNCT
alkej-620	188	36	e	e	NOUN
alkej-620	188	37	-	-	NOUN
alkej-620	188	38	mail	mail	NOUN
alkej-620	188	39	:	:	PUNCT
alkej-620	188	40	mahal2k8@yahoo.com	mahal2k8@yahoo.com	PROPN
alkej-620	188	41	,	,	PUNCT
alkej-620	188	42	savita2k8,@yahoo.com	savita2k8,@yahoo.com	PROPN
alkej-620	188	43	,	,	PUNCT
alkej-620	188	44	rcchauhan@hotmail.com	rcchauhan@hotmail.com	X
alkej-620	189	1	[	[	X
alkej-620	189	2	4	4	NUM
alkej-620	189	3	]	]	X
alkej-620	189	4	d.gnanadurai	d.gnanadurai	NOUN
alkej-620	189	5	,	,	PUNCT
alkej-620	189	6	and	and	CCONJ
alkej-620	189	7	v.sadasivam	v.sadasivam	ADJ
alkej-620	189	8	,	,	PUNCT
alkej-620	189	9	“	"	PUNCT
alkej-620	189	10	an	an	DET
alkej-620	189	11	efficient	efficient	ADJ
alkej-620	189	12	adaptive	adaptive	ADJ
alkej-620	189	13	thresholding	thresholding	NOUN
alkej-620	189	14	technique	technique	NOUN
alkej-620	189	15	for	for	ADP
alkej-620	189	16	wavelet	wavelet	NOUN
alkej-620	189	17	based	base	VERB
alkej-620	189	18	image	image	NOUN
alkej-620	189	19	denoising	denoise	VERB
alkej-620	189	20	"	"	PUNCT
alkej-620	189	21	,	,	PUNCT
alkej-620	189	22	international	international	ADJ
alkej-620	189	23	journal	journal	NOUN
alkej-620	189	24	of	of	ADP
alkej-620	189	25	signal	signal	NOUN
alkej-620	189	26	processing	processing	NOUN
alkej-620	189	27	volume	volume	NOUN
alkej-620	189	28	2	2	NUM
alkej-620	189	29	number	number	NOUN
alkej-620	189	30	2	2	NUM
alkej-620	189	31	2005	2005	NUM
alkej-620	189	32	issn	issn	PROPN
alkej-620	189	33	1304	1304	NUM
alkej-620	189	34	-	-	SYM
alkej-620	189	35	4494	4494	NUM
alkej-620	189	36	.	.	PUNCT
alkej-620	190	1	[	[	X
alkej-620	190	2	5	5	NUM
alkej-620	190	3	]	]	PUNCT
alkej-620	190	4	zeljko	zeljko	PROPN
alkej-620	190	5	devcic	devcic	PROPN
alkej-620	190	6	sven	sven	PROPN
alkej-620	190	7	loncaric	loncaric	ADJ
alkej-620	190	8	“	"	PUNCT
alkej-620	190	9	blur	blur	ADJ
alkej-620	190	10	identification	identification	NOUN
alkej-620	190	11	using	use	VERB
alkej-620	190	12	averaged	average	VERB
alkej-620	190	13	spectra	spectra	NOUN
alkej-620	190	14	of	of	ADP
alkej-620	190	15	degraded	degraded	ADJ
alkej-620	190	16	image	image	NOUN
alkej-620	190	17	singular	singular	ADJ
alkej-620	190	18	vectors	vector	NOUN
alkej-620	190	19	“	"	PUNCT
alkej-620	190	20	,	,	PUNCT
alkej-620	190	21	institute	institute	NOUN
alkej-620	190	22	for	for	ADP
alkej-620	190	23	defence	defence	NOUN
alkej-620	190	24	studies	study	NOUN
alkej-620	190	25	,	,	PUNCT
alkej-620	190	26	research	research	NOUN
alkej-620	190	27	and	and	CCONJ
alkej-620	190	28	development	development	NOUN
alkej-620	190	29	,	,	PUNCT
alkej-620	190	30	university	university	PROPN
alkej-620	190	31	of	of	ADP
alkej-620	190	32	zagreb	zagreb	PROPN
alkej-620	190	33	,	,	PUNCT
alkej-620	190	34	bijenicka	bijenicka	NOUN
alkej-620	190	35	46	46	NUM
alkej-620	190	36	,	,	PUNCT
alkej-620	190	37	10000	10000	NUM
alkej-620	190	38	zagreb	zagreb	PROPN
alkej-620	190	39	,	,	PUNCT
alkej-620	190	40	croatia	croatia	X
alkej-620	190	41	,	,	PUNCT
alkej-620	190	42	e	e	NOUN
alkej-620	190	43	-	-	NOUN
alkej-620	190	44	mail	mail	NOUN
alkej-620	190	45	:	:	PUNCT
alkej-620	190	46	zdevcic@zvonimir.morh.tel.hr	zdevcic@zvonimir.morh.tel.hr	PROPN
alkej-620	191	1	[	[	X
alkej-620	191	2	6	6	NUM
alkej-620	191	3	]	]	X
alkej-620	191	4	byung	byung	PROPN
alkej-620	191	5	-	-	PUNCT
alkej-620	191	6	jun	jun	PROPN
alkej-620	191	7	yoon	yoon	PROPN
alkej-620	191	8	and	and	CCONJ
alkej-620	191	9	p.	p.	PROPN
alkej-620	191	10	p.	p.	PROPN
alkej-620	191	11	vaidyanathan	vaidyanathan	PROPN
alkej-620	191	12	,	,	PUNCT
alkej-620	191	13	"	"	PUNCT
alkej-620	191	14	wavelet	wavelet	NOUN
alkej-620	191	15	-	-	PUNCT
alkej-620	191	16	based	base	VERB
alkej-620	191	17	denoising	denoising	NOUN
alkej-620	191	18	by	by	ADP
alkej-620	191	19	customized	customized	ADJ
alkej-620	191	20	thresholding	thresholding	NOUN
alkej-620	191	21	"	"	PUNCT
alkej-620	191	22	,	,	PUNCT
alkej-620	191	23	dept	dept	NOUN
alkej-620	191	24	.	.	PROPN
alkej-620	192	1	of	of	ADP
alkej-620	192	2	electrical	electrical	ADJ
alkej-620	192	3	engineering	engineering	PROPN
alkej-620	192	4	california	california	PROPN
alkej-620	192	5	institute	institute	PROPN
alkej-620	192	6	of	of	ADP
alkej-620	192	7	this	this	DET
alkej-620	192	8	page	page	NOUN
alkej-620	192	9	was	be	AUX
alkej-620	192	10	created	create	VERB
alkej-620	192	11	using	use	VERB
alkej-620	192	12	nitro	nitro	NOUN
alkej-620	192	13	pdf	pdf	NOUN
alkej-620	192	14	trial	trial	NOUN
alkej-620	192	15	software	software	NOUN
alkej-620	192	16	.	.	PUNCT
alkej-620	193	1	to	to	PART
alkej-620	193	2	purchase	purchase	VERB
alkej-620	193	3	,	,	PUNCT
alkej-620	193	4	go	go	VERB
alkej-620	193	5	to	to	ADP
alkej-620	193	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	193	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	193	8	mr	mr	PROPN
alkej-620	193	9	.	.	PROPN
alkej-620	193	10	firas	firas	PROPN
alkej-620	193	11	ali/	ali/	PROPN
alkej-620	193	12	al	al	PROPN
alkej-620	193	13	-	-	PUNCT
alkej-620	193	14	khwarizmi	khwarizmi	PROPN
alkej-620	193	15	engineering	engineering	NOUN
alkej-620	193	16	journal	journal	PROPN
alkej-620	193	17	,	,	PUNCT
alkej-620	193	18	vol.3	vol.3	PROPN
alkej-620	193	19	,	,	PUNCT
alkej-620	193	20	no	no	INTJ
alkej-620	193	21	.	.	NOUN
alkej-620	193	22	1	1	NUM
alkej-620	193	23	,	,	PUNCT
alkej-620	193	24	pp	pp	ADV
alkej-620	193	25	48	48	NUM
alkej-620	193	26	-	-	SYM
alkej-620	193	27	62	62	NUM
alkej-620	193	28	(	(	PUNCT
alkej-620	193	29	2007	2007	NUM
alkej-620	193	30	)	)	PUNCT
alkej-620	193	31	٦١	٦١	NUM
alkej-620	193	32	technology	technology	NOUN
alkej-620	193	33	,	,	PUNCT
alkej-620	193	34	pasadena	pasadena	PROPN
alkej-620	193	35	,	,	PUNCT
alkej-620	193	36	ca	ca	PROPN
alkej-620	193	37	91125	91125	NUM
alkej-620	193	38	,	,	PUNCT
alkej-620	193	39	usa	usa	PROPN
alkej-620	193	40	,	,	PUNCT
alkej-620	193	41	e	e	NOUN
alkej-620	193	42	-	-	NOUN
alkej-620	193	43	mail	mail	NOUN
alkej-620	193	44	:	:	PUNCT
alkej-620	193	45	bjyoon@caltech.edu	bjyoon@caltech.edu	NOUN
alkej-620	193	46	,	,	PUNCT
alkej-620	193	47	ppvnath@systems.caltech.edu	ppvnath@systems.caltech.edu	PROPN
alkej-620	194	1	[	[	X
alkej-620	194	2	7	7	NUM
alkej-620	194	3	]	]	PUNCT
alkej-620	194	4	xiaoyan	xiaoyan	PROPN
alkej-620	194	5	xu	xu	INTJ
alkej-620	194	6	,	,	PUNCT
alkej-620	194	7	“	"	PUNCT
alkej-620	194	8	image	image	NOUN
alkej-620	194	9	denoising	denoising	NOUN
alkej-620	194	10	in	in	ADP
alkej-620	194	11	wavelet	wavelet	NOUN
alkej-620	194	12	domain	domain	NOUN
alkej-620	194	13	”	"	PUNCT
alkej-620	194	14	,	,	PUNCT
alkej-620	194	15	school	school	NOUN
alkej-620	194	16	of	of	ADP
alkej-620	194	17	engineering	engineering	NOUN
alkej-620	194	18	,	,	PUNCT
alkej-620	194	19	university	university	PROPN
alkej-620	194	20	of	of	ADP
alkej-620	194	21	guelph	guelph	PROPN
alkej-620	194	22	,	,	PUNCT
alkej-620	194	23	e	e	NOUN
alkej-620	194	24	-	-	NOUN
alkej-620	194	25	mail	mail	NOUN
alkej-620	194	26	:	:	PUNCT
alkej-620	194	27	xux@uoguelph	xux@uoguelph	ADJ
alkej-620	194	28	.	.	PUNCT
alkej-620	195	1	[	[	X
alkej-620	195	2	8	8	NUM
alkej-620	195	3	]	]	PUNCT
alkej-620	195	4	carl	carl	PROPN
alkej-620	195	5	taswell	taswell	PROPN
alkej-620	195	6	,	,	PUNCT
alkej-620	195	7	"	"	PUNCT
alkej-620	195	8	experiments	experiment	NOUN
alkej-620	195	9	in	in	ADP
alkej-620	195	10	wavelet	wavelet	NOUN
alkej-620	195	11	shrinkage	shrinkage	NOUN
alkej-620	195	12	denoising	denoise	VERB
alkej-620	195	13	"	"	PUNCT
alkej-620	195	14	c.	c.	PROPN
alkej-620	195	15	taswell	taswell	PROPN
alkej-620	195	16	(	(	PUNCT
alkej-620	195	17	ctaswell@toolsmiths.com	ctaswell@toolsmiths.com	X
alkej-620	195	18	)	)	PUNCT
alkej-620	195	19	,	,	PUNCT
alkej-620	195	20	computational	computational	ADJ
alkej-620	195	21	toolsmiths	toolsmith	NOUN
alkej-620	195	22	,	,	PUNCT
alkej-620	195	23	pob	pob	PROPN
alkej-620	195	24	18925	18925	NUM
alkej-620	195	25	,	,	PUNCT
alkej-620	195	26	stanford	stanford	PROPN
alkej-620	195	27	,	,	PUNCT
alkej-620	195	28	ca	can	AUX
alkej-620	195	29	94309	94309	NUM
alkej-620	195	30	-	-	SYM
alkej-620	195	31	8925	8925	NUM
alkej-620	195	32	.	.	PUNCT
alkej-620	196	1	[	[	X
alkej-620	196	2	9	9	NUM
alkej-620	196	3	]	]	X
alkej-620	196	4	yi	yi	PROPN
alkej-620	196	5	wan	wan	PROPN
alkej-620	196	6	and	and	CCONJ
alkej-620	196	7	robert	robert	PROPN
alkej-620	196	8	d.	d.	PROPN
alkej-620	196	9	nowak	nowak	PROPN
alkej-620	196	10	,	,	PUNCT
alkej-620	196	11	"	"	PUNCT
alkej-620	196	12	wavelet	wavelet	NOUN
alkej-620	196	13	-	-	PUNCT
alkej-620	196	14	based	base	VERB
alkej-620	196	15	statistical	statistical	ADJ
alkej-620	196	16	model	model	NOUN
alkej-620	196	17	for	for	ADP
alkej-620	196	18	image	image	NOUN
alkej-620	196	19	restoration	restoration	NOUN
alkej-620	196	20	"	"	PUNCT
alkej-620	196	21	,	,	PUNCT
alkej-620	196	22	rice	rice	NOUN
alkej-620	196	23	university	university	PROPN
alkej-620	196	24	,	,	PUNCT
alkej-620	196	25	department	department	NOUN
alkej-620	196	26	of	of	ADP
alkej-620	196	27	electrical	electrical	ADJ
alkej-620	196	28	engineering	engineering	NOUN
alkej-620	196	29	,	,	PUNCT
alkej-620	196	30	6100	6100	NUM
alkej-620	196	31	south	south	ADJ
alkej-620	196	32	main	main	ADJ
alkej-620	196	33	street	street	NOUN
alkej-620	196	34	,	,	PUNCT
alkej-620	196	35	houston	houston	PROPN
alkej-620	196	36	,	,	PUNCT
alkej-620	196	37	tx	tx	PROPN
alkej-620	196	38	77005	77005	NUM
alkej-620	196	39	,	,	PUNCT
alkej-620	196	40	usa	usa	PROPN
alkej-620	196	41	.	.	PUNCT
alkej-620	197	1	[	[	X
alkej-620	197	2	10	10	NUM
alkej-620	197	3	]	]	X
alkej-620	197	4	javier	javier	NOUN
alkej-620	197	5	portilla	portilla	PROPN
alkej-620	197	6	and	and	CCONJ
alkej-620	197	7	eero	eero	PROPN
alkej-620	197	8	p.	p.	PROPN
alkej-620	197	9	simoncelli	simoncelli	PROPN
alkej-620	197	10	,	,	PUNCT
alkej-620	197	11	"	"	PUNCT
alkej-620	197	12	image	image	NOUN
alkej-620	197	13	denoising	denoise	VERB
alkej-620	197	14	via	via	ADP
alkej-620	197	15	adjustment	adjustment	NOUN
alkej-620	197	16	of	of	ADP
alkej-620	197	17	wavelete	wavelete	ADJ
alkej-620	197	18	coefficient	coefficient	NOUN
alkej-620	197	19	magnitude	magnitude	NOUN
alkej-620	197	20	correlation	correlation	NOUN
alkej-620	197	21	"	"	PUNCT
alkej-620	197	22	,	,	PUNCT
alkej-620	197	23	center	center	NOUN
alkej-620	197	24	for	for	ADP
alkej-620	197	25	neural	neural	ADJ
alkej-620	197	26	science	science	NOUN
alkej-620	197	27	,	,	PUNCT
alkej-620	197	28	and	and	CCONJ
alkej-620	197	29	courant	courant	PROPN
alkej-620	197	30	institute	institute	PROPN
alkej-620	197	31	of	of	ADP
alkej-620	197	32	mathematical	mathematical	PROPN
alkej-620	197	33	sciences	sciences	PROPN
alkej-620	197	34	new	new	PROPN
alkej-620	197	35	york	york	PROPN
alkej-620	197	36	university	university	PROPN
alkej-620	197	37	,	,	PUNCT
alkej-620	197	38	ny	ny	PROPN
alkej-620	197	39	10003	10003	NUM
alkej-620	197	40	,	,	PUNCT
alkej-620	197	41	e	e	NOUN
alkej-620	197	42	-	-	NOUN
alkej-620	197	43	mail	mail	NOUN
alkej-620	197	44	:	:	PUNCT
alkej-620	197	45	fjavier,eerog@cns.nyu.edu	fjavier,eerog@cns.nyu.edu	NOUN
alkej-620	197	46	.	.	PUNCT
alkej-620	198	1	[	[	X
alkej-620	198	2	11	11	NUM
alkej-620	198	3	]	]	PUNCT
alkej-620	198	4	jae	jae	PROPN
alkej-620	198	5	s.	s.	PROPN
alkej-620	198	6	lim	lim	PROPN
alkej-620	198	7	,	,	PUNCT
alkej-620	198	8	"	"	PUNCT
alkej-620	198	9	image	image	NOUN
alkej-620	198	10	restoration	restoration	NOUN
alkej-620	198	11	by	by	ADP
alkej-620	198	12	short	short	ADJ
alkej-620	198	13	space	space	NOUN
alkej-620	198	14	spectral	spectral	ADJ
alkej-620	198	15	subtraction	subtraction	NOUN
alkej-620	198	16	”	"	PUNCT
alkej-620	198	17	,	,	PUNCT
alkej-620	198	18	ieee	ieee	NOUN
alkej-620	198	19	transactions	transaction	NOUN
alkej-620	198	20	on	on	ADP
alkej-620	198	21	acoustics	acoustic	NOUN
alkej-620	198	22	,	,	PUNCT
alkej-620	198	23	speech	speech	NOUN
alkej-620	198	24	,	,	PUNCT
alkej-620	198	25	and	and	CCONJ
alkej-620	198	26	signal	signal	NOUN
alkej-620	198	27	processing	processing	NOUN
alkej-620	198	28	,	,	PUNCT
alkej-620	198	29	vol	vol	NOUN
alkej-620	198	30	.	.	PUNCT
alkej-620	199	1	assp-28	assp-28	PROPN
alkej-620	199	2	,	,	PUNCT
alkej-620	199	3	no	no	INTJ
alkej-620	199	4	.	.	NOUN
alkej-620	199	5	2	2	NUM
alkej-620	199	6	,	,	PUNCT
alkej-620	199	7	april	april	PROPN
alkej-620	199	8	,	,	PUNCT
alkej-620	199	9	1980	1980	NUM
alkej-620	199	10	.	.	PUNCT
alkej-620	200	1	[	[	X
alkej-620	200	2	12	12	NUM
alkej-620	200	3	]	]	PUNCT
alkej-620	200	4	a.	a.	NOUN
alkej-620	200	5	buades	buades	PROPN
alkej-620	200	6	,	,	PUNCT
alkej-620	200	7	b.	b.	PROPN
alkej-620	200	8	coll	coll	PROPN
alkej-620	200	9	,	,	PUNCT
alkej-620	200	10	and	and	CCONJ
alkej-620	200	11	j.	j.	PROPN
alkej-620	200	12	m.	m.	PROPN
alkej-620	200	13	morel	morel	PROPN
alkej-620	200	14	,	,	PUNCT
alkej-620	200	15	“	"	PUNCT
alkej-620	200	16	a	a	DET
alkej-620	200	17	review	review	NOUN
alkej-620	200	18	of	of	ADP
alkej-620	200	19	image	image	NOUN
alkej-620	200	20	denoising	denoise	VERB
alkej-620	200	21	algorithms	algorithm	NOUN
alkej-620	200	22	with	with	ADP
alkej-620	200	23	a	a	DET
alkej-620	200	24	new	new	ADJ
alkej-620	200	25	one	one	NOUN
alkej-620	200	26	”	"	PUNCT
alkej-620	200	27	,	,	PUNCT
alkej-620	200	28	multiscale	multiscale	NOUN
alkej-620	200	29	model	model	NOUN
alkej-620	200	30	.	.	PUNCT
alkej-620	201	1	simul	simul	PROPN
alkej-620	201	2	.	.	PROPN
alkej-620	202	1	2005	2005	NUM
alkej-620	202	2	society	society	NOUN
alkej-620	202	3	for	for	ADP
alkej-620	202	4	industrial	industrial	ADJ
alkej-620	202	5	and	and	CCONJ
alkej-620	202	6	applied	applied	ADJ
alkej-620	202	7	mathematics	mathematic	NOUN
alkej-620	202	8	,	,	PUNCT
alkej-620	202	9	vol	vol	NOUN
alkej-620	202	10	.	.	PROPN
alkej-620	202	11	4	4	NUM
alkej-620	202	12	,	,	PUNCT
alkej-620	202	13	no	no	INTJ
alkej-620	202	14	.	.	NOUN
alkej-620	202	15	2	2	NUM
alkej-620	202	16	,	,	PUNCT
alkej-620	202	17	pp	pp	ADJ
alkej-620	202	18	.	.	PUNCT
alkej-620	203	1	490	490	NUM
alkej-620	203	2	–	–	PUNCT
alkej-620	203	3	530	530	NUM
alkej-620	203	4	.	.	PUNCT
alkej-620	204	1	[	[	X
alkej-620	204	2	13	13	NUM
alkej-620	204	3	]	]	PUNCT
alkej-620	204	4	matlab	matlab	PROPN
alkej-620	204	5	help	help	NOUN
alkej-620	204	6	,	,	PUNCT
alkej-620	204	7	version	version	NOUN
alkej-620	204	8	7	7	NUM
alkej-620	204	9	.	.	PUNCT
alkej-620	205	1	this	this	DET
alkej-620	205	2	page	page	NOUN
alkej-620	205	3	was	be	AUX
alkej-620	205	4	created	create	VERB
alkej-620	205	5	using	use	VERB
alkej-620	205	6	nitro	nitro	NOUN
alkej-620	205	7	pdf	pdf	NOUN
alkej-620	205	8	trial	trial	NOUN
alkej-620	205	9	software	software	NOUN
alkej-620	205	10	.	.	PUNCT
alkej-620	206	1	to	to	PART
alkej-620	206	2	purchase	purchase	VERB
alkej-620	206	3	,	,	PUNCT
alkej-620	206	4	go	go	VERB
alkej-620	206	5	to	to	ADP
alkej-620	206	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	206	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-620	206	8	mr	mr	PROPN
alkej-620	206	9	.	.	PROPN
alkej-620	206	10	firas	firas	PROPN
alkej-620	206	11	ali/	ali/	PROPN
alkej-620	206	12	al	al	PROPN
alkej-620	206	13	-	-	PUNCT
alkej-620	206	14	khwarizmi	khwarizmi	PROPN
alkej-620	206	15	engineering	engineering	NOUN
alkej-620	206	16	journal	journal	PROPN
alkej-620	206	17	,	,	PUNCT
alkej-620	206	18	vol.3	vol.3	PROPN
alkej-620	206	19	,	,	PUNCT
alkej-620	206	20	no	no	INTJ
alkej-620	206	21	.	.	NOUN
alkej-620	206	22	1	1	NUM
alkej-620	206	23	,	,	PUNCT
alkej-620	206	24	pp	pp	ADV
alkej-620	206	25	48	48	NUM
alkej-620	206	26	-	-	SYM
alkej-620	206	27	62	62	NUM
alkej-620	206	28	(	(	PUNCT
alkej-620	206	29	2007	2007	NUM
alkej-620	206	30	)	)	PUNCT
alkej-620	207	1	٦٢	٦٢	NUM
alkej-620	207	2	رشیح	رشیح	NOUN
alkej-620	207	3	المنظم	المنظم	PROPN
alkej-620	207	4	المعكوس	المعكوس	VERB
alkej-620	207	5	و	و	PRON
alkej-620	207	6	إزالة	إزالة	NOUN
alkej-620	207	7	الضوضاء	الضوضاء	NOUN
alkej-620	207	8	بطریقة	بطریقة	ADJ
alkej-620	207	9	استعادة	استعادة	PROPN
alkej-620	207	10	الصور	الصور	PROPN
alkej-620	207	11	باستخدام	باستخدام	PROPN
alkej-620	207	12	الت	الت	PROPN
alkej-620	207	13	التحویل	التحویل	PROPN
alkej-620	207	14	المویجي	المویجي	PROPN
alkej-620	207	15	ذو	ذو	PROPN
alkej-620	207	16	العتبة	العتبة	NOUN
alkej-620	207	17	العتبة	العتبة	PROPN
alkej-620	207	18	المتكیفة	المتكیفة	VERB
alkej-620	207	19	فراس	فراس	PROPN
alkej-620	207	20	علي	علي	PROPN
alkej-620	207	21	جواد	جواد	PROPN
alkej-620	207	22	كلیة	كلیة	PROPN
alkej-620	207	23	ھندسة	ھندسة	VERB
alkej-620	208	1	المیكاترونیكس/	المیكاترونیكس/	NUM
alkej-620	208	2	قسم	قسم	PROPN
alkej-620	208	3	ھندسة	ھندسة	PROPN
alkej-620	208	4	المیكاترونیكس	المیكاترونیكس	PROPN
alkej-620	208	5	جامعة	جامعة	PROPN
alkej-620	208	6	بغداد	بغداد	PROPN
alkej-620	208	7	:	:	PUNCT
alkej-620	208	8	الخالصة	الخالصة	NOUN
alkej-620	208	9	شح	شح	ADP
alkej-620	208	10	یعتبر	یعتبر	PROPN
alkej-620	208	11	مرشح	مرشح	PROPN
alkej-620	208	12	وینر	وینر	PROPN
alkej-620	208	13	كحل	كحل	NOUN
alkej-620	208	14	مثالي	مثالي	ADJ
alkej-620	208	15	بین	بین	PROPN
alkej-620	208	16	الترشیح	الترشیح	PROPN
alkej-620	208	17	المعكوس	المعكوس	PROPN
alkej-620	208	18	وأزالھ	وأزالھ	PROPN
alkej-620	208	19	الضوضاء	الضوضاء	VERB
alkej-620	208	20	لكن	لكن	PRON
alkej-620	208	21	في	في	ADP
alkej-620	208	22	حالة	حالة	NOUN
alkej-620	208	23	كون	كون	PROPN
alkej-620	208	24	مر	مر	NOUN
alkej-620	208	25	التشویھ	التشویھ	VERB
alkej-620	208	26	منفرد	منفرد	NOUN
alkej-620	208	27	سیؤدي	سیؤدي	PROPN
alkej-620	208	28	مرشح	مرشح	PROPN
alkej-620	208	29	الوینر	الوینر	NOUN
alkej-620	208	30	الى	الى	PROPN
alkej-620	208	31	تضخیم	تضخیم	PROPN
alkej-620	208	32	الضوضاء	الضوضاء	VERB
alkej-620	208	33	لذلك	لذلك	PROPN
alkej-620	208	34	یجب	یجب	PROPN
alkej-620	208	35	إضافة	إضافة	PROPN
alkej-620	208	36	خطوة	خطوة	PROPN
alkej-620	208	37	بعد	بعد	PROPN
alkej-620	208	38	الوینر	الوینر	PROPN
alkej-620	208	39	إلزالة	إلزالة	NOUN
alkej-620	208	40	الضوضاء	الضوضاء	NOUN
alkej-620	208	41	.لھذا	.لھذا	X
alkej-620	208	42	الغرض	الغرض	NOUN
alkej-620	208	43	"	"	PUNCT
alkej-620	208	44	سیكون	سیكون	NOUN
alkej-620	208	45	نظام	نظام	ADJ
alkej-620	208	46	ازالة	ازالة	PROPN
alkej-620	208	47	الضوضاء	الضوضاء	NOUN
alkej-620	208	48	المبني	المبني	NOUN
alkej-620	208	49	على	على	PROPN
alkej-620	208	50	تحویالت	تحویالت	PROPN
alkej-620	208	51	المویجة	المویجة	ADJ
alkej-620	208	52	مفضال	مفضال	PROPN
alkej-620	208	53	.	.	PUNCT
alkej-620	209	1	مجال	مجال	PROPN
alkej-620	209	2	معكوس	معكوس	PROPN
alkej-620	209	3	الترشیح	الترشیح	PROPN
alkej-620	210	1	في	في	ADP
alkej-620	210	2	:	:	PUNCT
alkej-620	210	3	في	في	ADP
alkej-620	210	4	ھذا	ھذا	NOUN
alkej-620	210	5	البحث	البحث	VERB
alkej-620	210	6	تم	تم	ADP
alkej-620	210	7	اقتراح	اقتراح	PROPN
alkej-620	210	8	نظام	نظام	PROPN
alkej-620	210	9	استعادة	استعادة	PROPN
alkej-620	210	10	الصورة	الصورة	PROPN
alkej-620	210	11	یتضمن	یتضمن	PROPN
alkej-620	210	12	خطوتین	خطوتین	PROPN
alkej-620	210	13	منفصلتین	منفصلتین	PROPN
alkej-620	210	14	,	,	PUNCT
alkej-620	210	15	المرحلة	المرحلة	PROPN
alkej-620	210	16	االولى	االولى	PROPN
alkej-620	210	17	ھي	ھي	PROPN
alkej-620	210	18	ترشیح	ترشیح	PROPN
alkej-620	210	19	وینر	وینر	PROPN
alkej-620	210	20	للصورة	للصورة	PROPN
alkej-620	210	21	الداخلة	الداخلة	PROPN
alkej-620	210	22	.	.	PUNCT
alkej-620	211	1	فوریر	فوریر	PROPN
alkej-620	211	2	وازالة	وازالة	PROPN
alkej-620	211	3	الضوضاء	الضوضاء	NOUN
alkej-620	211	4	باستخدام	باستخدام	NOUN
alkej-620	211	5	التحویل	التحویل	PROPN
alkej-620	211	6	المویجي	المویجي	PROPN
alkej-620	211	7	اختیار	اختیار	PROPN
alkej-620	211	8	.	.	PUNCT
alkej-620	212	1	الصورة	الصورة	PROPN
alkej-620	212	2	المرشحة	المرشحة	PROPN
alkej-620	212	3	یتم	یتم	PROPN
alkej-620	212	4	ادخالھا	ادخالھا	PROPN
alkej-620	212	5	الى	الى	PROPN
alkej-620	212	6	مرحلة	مرحلة	PROPN
alkej-620	212	7	ازالة	ازالة	PROPN
alkej-620	212	8	الضوضاء	الضوضاء	VERB
alkej-620	212	9	بطریقة	بطریقة	ADJ
alkej-620	212	10	التحویل	التحویل	NOUN
alkej-620	212	11	المویجي	المویجي	PROPN
alkej-620	212	12	ذات	ذات	NOUN
alkej-620	212	13	العتبة	العتبة	NOUN
alkej-620	212	14	المتكیفة	المتكیفة	VERB
alkej-620	213	1	تخمین	تخمین	PROPN
alkej-620	213	2	العتبة	العتبة	NOUN
alkej-620	213	3	یتم	یتم	NOUN
alkej-620	213	4	عن	عن	PROPN
alkej-620	213	5	طریق	طریق	NOUN
alkej-620	213	6	تحلیل	تحلیل	ADJ
alkej-620	213	7	العوامل	العوامل	NOUN
alkej-620	213	8	االحصائیة	االحصائیة	X
alkej-620	213	9	لمعامالت	لمعامالت	NOUN
alkej-620	213	10	نصف	نصف	VERB
alkej-620	213	11	الحزمة	الحزمة	PROPN
alkej-620	213	12	المویجیة	المویجیة	PROPN
alkej-620	213	13	والتي	والتي	PROPN
alkej-620	213	14	ھي	ھي	PROPN
alkej-620	213	15	االنحراف	االنحراف	VERB
alkej-620	214	1	الصورة	الصورة	PROPN
alkej-620	214	2	المشوشة	المشوشة	PROPN
alkej-620	214	3	تجزأ	تجزأ	PROPN
alkej-620	214	4	الى	الى	PROPN
alkej-620	214	5	مستویات	مستویات	PROPN
alkej-620	214	6	عدة	عدة	PROPN
alkej-620	214	7	للحصول	للحصول	PROPN
alkej-620	214	8	على	على	PROPN
alkej-620	214	9	عدة	عدة	INTJ
alkej-620	214	10	.	.	PUNCT
alkej-620	215	1	المعدل	المعدل	PROPN
alkej-620	215	2	الحسابي	الحسابي	PROPN
alkej-620	215	3	والمعدل	والمعدل	PROPN
alkej-620	215	4	الھندسي	الھندسي	NOUN
alkej-620	215	5	,	,	PUNCT
alkej-620	215	6	المعیاري	المعیاري	AUX
alkej-620	215	7	وضاء	وضاء	VERB
alkej-620	215	8	عن	عن	PROPN
alkej-620	215	9	طریق	طریق	NOUN
alkej-620	215	10	تثبیت	تثبیت	NOUN
alkej-620	215	11	قیمة	قیمة	PROPN
alkej-620	215	12	العتبة	العتبة	PROPN
alkej-620	215	13	المثلى	المثلى	PROPN
alkej-620	215	14	بھذه	بھذه	ADV
alkej-620	215	15	ثم	ثم	ADP
alkej-620	215	16	یتم	یتم	PROPN
alkej-620	215	17	استخدام	استخدام	PROPN
alkej-620	215	18	طریقة	طریقة	PROPN
alkej-620	215	19	العتبة	العتبة	PROPN
alkej-620	215	20	الناعمة	الناعمة	PROPN
alkej-620	215	21	الزالة	الزالة	PROPN
alkej-620	215	22	الض	الض	PROPN
alkej-620	215	23	.	.	PUNCT
alkej-620	216	1	حزم	حزم	PROPN
alkej-620	216	2	ترددیة	ترددیة	VERB
alkej-620	216	3	.	.	PUNCT
alkej-620	217	1	الطریقة	الطریقة	PROPN
alkej-620	217	2	النتائج	النتائج	PROPN
alkej-620	217	3	التجریبیة	التجریبیة	PROPN
alkej-620	217	4	على	على	VERB
alkej-620	217	5	صورة	صورة	PROPN
alkej-620	217	6	اختبار	اختبار	NOUN
alkej-620	217	7	بأستخدام	بأستخدام	NOUN
alkej-620	217	8	ھذه	ھذه	VERB
alkej-620	218	1	الطریقة	الطریقة	PROPN
alkej-620	218	2	تبین	تبین	PROPN
alkej-620	219	1	انھ	انھ	PROPN
alkej-620	219	2	ھذه	ھذه	PROPN
alkej-620	219	3	الطریقة	الطریقة	PROPN
alkej-620	219	4	تؤدي	تؤدي	PROPN
alkej-620	219	5	الى	الى	PROPN
alkej-620	219	6	الحصول	الحصول	PROPN
alkej-620	219	7	على	على	PROPN
alkej-620	219	8	نوعیة	نوعیة	VERB
alkej-620	219	9	تؤدي	تؤدي	ADJ
alkej-620	219	10	الى	الى	PROPN
alkej-620	219	11	الحصول	الحصول	PROPN
alkej-620	219	12	على	على	PROPN
alkej-620	219	13	قمة	قمة	ADJ
alkej-620	219	14	نسبة	نسبة	NOUN
alkej-620	219	15	اشارة	اشارة	PROPN
alkej-620	219	16	الى	الى	VERB
alkej-620	219	17	"	"	PUNCT
alkej-620	219	18	صور	صور	NOUN
alkej-620	219	19	افضل	افضل	PROPN
alkej-620	219	20	مقارنة	مقارنة	PROPN
alkej-620	220	1	مع	مع	PROPN
alkej-620	220	2	مرشحات	مرشحات	PROPN
alkej-620	220	3	وینر	وینر	PROPN
alkej-620	220	4	ومرشح	ومرشح	PROPN
alkej-620	220	5	المعكوس	المعكوس	PROPN
alkej-620	220	6	وایضا	وایضا	PROPN
alkej-620	220	7	.ضل	.ضل	PUNCT
alkej-620	221	1	من	من	DET
alkej-620	221	2	باقي	باقي	ADJ
alkej-620	221	3	الطرق	الطرق	NOUN
alkej-620	221	4	ضوضاء	ضوضاء	NOUN
alkej-620	221	5	اف	اف	ADP
alkej-620	221	6	this	this	DET
alkej-620	221	7	page	page	NOUN
alkej-620	221	8	was	be	AUX
alkej-620	221	9	created	create	VERB
alkej-620	221	10	using	use	VERB
alkej-620	221	11	nitro	nitro	NOUN
alkej-620	221	12	pdf	pdf	NOUN
alkej-620	221	13	trial	trial	NOUN
alkej-620	221	14	software	software	NOUN
alkej-620	221	15	.	.	PUNCT
alkej-620	222	1	to	to	PART
alkej-620	222	2	purchase	purchase	VERB
alkej-620	222	3	,	,	PUNCT
alkej-620	222	4	go	go	VERB
alkej-620	222	5	to	to	ADP
alkej-620	222	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-620	222	7	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN