id	sid	tid	token	lemma	pos
iajs-817	1	1	ibn	ibn	PROPN
iajs-817	1	2	alhaitham	alhaitham	NOUN
iajs-817	1	3	j.	j.	PROPN
iajs-817	1	4	for	for	ADP
iajs-817	1	5	pure	pure	ADJ
iajs-817	1	6	&	&	CCONJ
iajs-817	1	7	appl	appl	PROPN
iajs-817	1	8	.	.	PUNCT
iajs-817	2	1	sci	sci	PROPN
iajs-817	2	2	.	.	PUNCT
iajs-817	2	3	vol.24	vol.24	NOUN
iajs-817	2	4	(	(	PUNCT
iajs-817	2	5	1	1	NUM
iajs-817	2	6	)	)	PUNCT
iajs-817	2	7	2011	2011	NUM
iajs-817	2	8	technique	technique	NOUN
iajs-817	2	9	for	for	ADP
iajs-817	2	10	image	image	NOUN
iajs-817	2	11	de	de	NOUN
iajs-817	2	12	-	-	NOUN
iajs-817	2	13	blurring	blurring	NOUN
iajs-817	2	14	using	use	VERB
iajs-817	2	15	adaptive	adaptive	ADJ
iajs-817	2	16	wavelet	wavelet	NOUN
iajs-817	2	17	lagrange	lagrange	NOUN
iajs-817	2	18	fuzzy	fuzzy	ADJ
iajs-817	2	19	filter	filter	NOUN
iajs-817	2	20	a.	a.	PROPN
iajs-817	2	21	f.	f.	PROPN
iajs-817	2	22	sabeeh	sabeeh	PROPN
iajs-817	2	23	department	department	PROPN
iajs-817	2	24	of	of	ADP
iajs-817	2	25	computer	computer	NOUN
iajs-817	2	26	science	science	NOUN
iajs-817	2	27	,	,	PUNCT
iajs-817	2	28	college	college	NOUN
iajs-817	2	29	of	of	ADP
iajs-817	2	30	education	education	PROPN
iajs-817	2	31	ibn	ibn	PROPN
iajs-817	2	32	al	al	PROPN
iajs-817	2	33	-	-	PUNCT
iajs-817	2	34	hatham	hatham	PROPN
iajs-817	2	35	,	,	PUNCT
iajs-817	2	36	university	university	NOUN
iajs-817	2	37	of	of	ADP
iajs-817	2	38	baghdad	baghdad	PROPN
iajs-817	2	39	receivein	receivein	VERB
iajs-817	2	40	in	in	ADP
iajs-817	2	41	feb	feb	PROPN
iajs-817	2	42	.	.	PROPN
iajs-817	2	43	10	10	NUM
iajs-817	2	44	,	,	PUNCT
iajs-817	2	45	2011	2011	NUM
iajs-817	2	46	accepted	accept	VERB
iajs-817	2	47	in	in	ADP
iajs-817	2	48	march	march	PROPN
iajs-817	2	49	23	23	NUM
iajs-817	2	50	,	,	PUNCT
iajs-817	2	51	2011	2011	NUM
iajs-817	2	52	abstract	abstract	NOUN
iajs-817	2	53	a	a	DET
iajs-817	2	54	new	new	ADJ
iajs-817	2	55	de	de	ADJ
iajs-817	2	56	-	-	ADJ
iajs-817	2	57	blurring	blurring	ADJ
iajs-817	2	58	technique	technique	NOUN
iajs-817	2	59	was	be	AUX
iajs-817	2	60	proposed	propose	VERB
iajs-817	2	61	in	in	ADP
iajs-817	2	62	order	order	NOUN
iajs-817	2	63	to	to	PART
iajs-817	2	64	reduced	reduced	VERB
iajs-817	2	65	or	or	CCONJ
iajs-817	2	66	remove	remove	VERB
iajs-817	2	67	the	the	DET
iajs-817	2	68	blur	blur	NOUN
iajs-817	2	69	in	in	ADP
iajs-817	2	70	the	the	DET
iajs-817	2	71	images	image	NOUN
iajs-817	2	72	.	.	PUNCT
iajs-817	3	1	the	the	DET
iajs-817	3	2	proposed	propose	VERB
iajs-817	3	3	filter	filter	NOUN
iajs-817	3	4	was	be	AUX
iajs-817	3	5	designed	design	VERB
iajs-817	3	6	from	from	ADP
iajs-817	3	7	the	the	DET
iajs-817	3	8	lagrange	lagrange	NOUN
iajs-817	3	9	interpolation	interpolation	NOUN
iajs-817	3	10	calculation	calculation	NOUN
iajs-817	3	11	with	with	ADP
iajs-817	3	12	adjusted	adjust	VERB
iajs-817	3	13	by	by	ADP
iajs-817	3	14	fuzzy	fuzzy	ADJ
iajs-817	3	15	rules	rule	NOUN
iajs-817	3	16	and	and	CCONJ
iajs-817	3	17	supported	support	VERB
iajs-817	3	18	by	by	ADP
iajs-817	3	19	wavelet	wavelet	NOUN
iajs-817	3	20	decomposing	decompose	VERB
iajs-817	3	21	technique	technique	NOUN
iajs-817	3	22	.	.	PUNCT
iajs-817	4	1	the	the	DET
iajs-817	4	2	proposed	propose	VERB
iajs-817	4	3	wavelet	wavelet	NOUN
iajs-817	4	4	lagrange	lagrange	PROPN
iajs-817	4	5	fuzzy	fuzzy	ADJ
iajs-817	4	6	filter	filter	NOUN
iajs-817	4	7	gives	give	VERB
iajs-817	4	8	good	good	ADJ
iajs-817	4	9	results	result	NOUN
iajs-817	4	10	for	for	ADP
iajs-817	4	11	fully	fully	ADV
iajs-817	4	12	and	and	CCONJ
iajs-817	4	13	partially	partially	ADV
iajs-817	4	14	blurring	blur	VERB
iajs-817	4	15	region	region	NOUN
iajs-817	4	16	in	in	ADP
iajs-817	4	17	images	image	NOUN
iajs-817	4	18	.	.	PUNCT
iajs-817	5	1	keyword	keyword	NOUN
iajs-817	5	2	:	:	PUNCT
iajs-817	5	3	image	image	NOUN
iajs-817	5	4	de	de	PROPN
iajs-817	5	5	-	-	ADJ
iajs-817	5	6	blur	blur	ADJ
iajs-817	5	7	,	,	PUNCT
iajs-817	5	8	lagrange	lagrange	NOUN
iajs-817	5	9	application	application	NOUN
iajs-817	5	10	,	,	PUNCT
iajs-817	5	11	fuzzy	fuzzy	ADJ
iajs-817	5	12	filter	filter	NOUN
iajs-817	5	13	,	,	PUNCT
iajs-817	5	14	wavelet	wavelet	NOUN
iajs-817	5	15	-	-	PUNCT
iajs-817	5	16	fuzzy	fuzzy	ADJ
iajs-817	5	17	,	,	PUNCT
iajs-817	5	18	lagrange	lagrange	NOUN
iajs-817	5	19	–	–	PUNCT
iajs-817	5	20	fuzzy	fuzzy	ADJ
iajs-817	5	21	,	,	PUNCT
iajs-817	5	22	image	image	NOUN
iajs-817	5	23	processing	processing	NOUN
iajs-817	5	24	.	.	PUNCT
iajs-817	6	1	introduction	introduction	NOUN
iajs-817	6	2	the	the	DET
iajs-817	6	3	de	de	ADJ
iajs-817	6	4	-	-	ADJ
iajs-817	6	5	blurring	blurring	ADJ
iajs-817	6	6	method	method	NOUN
iajs-817	6	7	developed	develop	VERB
iajs-817	6	8	relies	rely	VERB
iajs-817	6	9	on	on	ADP
iajs-817	6	10	the	the	DET
iajs-817	6	11	facts	fact	NOUN
iajs-817	6	12	that	that	SCONJ
iajs-817	6	13	natural	natural	ADJ
iajs-817	6	14	images	image	NOUN
iajs-817	6	15	have	have	AUX
iajs-817	6	16	sparse	sparse	ADJ
iajs-817	6	17	leading	lead	VERB
iajs-817	6	18	edges	edge	NOUN
iajs-817	6	19	,	,	PUNCT
iajs-817	6	20	and	and	CCONJ
iajs-817	6	21	edges	edge	NOUN
iajs-817	6	22	of	of	ADP
iajs-817	6	23	the	the	DET
iajs-817	6	24	blurred	blurred	ADJ
iajs-817	6	25	image	image	NOUN
iajs-817	6	26	are	be	AUX
iajs-817	6	27	lesser	lesser	ADV
iajs-817	6	28	sparse	sparse	ADJ
iajs-817	6	29	than	than	ADP
iajs-817	6	30	that	that	PRON
iajs-817	6	31	of	of	ADP
iajs-817	6	32	the	the	DET
iajs-817	6	33	de	de	ADJ
iajs-817	6	34	-	-	ADJ
iajs-817	6	35	blurred	blurred	ADJ
iajs-817	6	36	images	image	NOUN
iajs-817	6	37	as	as	SCONJ
iajs-817	6	38	the	the	DET
iajs-817	6	39	edges	edge	NOUN
iajs-817	6	40	of	of	ADP
iajs-817	6	41	the	the	DET
iajs-817	6	42	blurred	blur	VERB
iajs-817	6	43	images	image	NOUN
iajs-817	6	44	occupy	occupy	VERB
iajs-817	6	45	a	a	DET
iajs-817	6	46	larger	large	ADJ
iajs-817	6	47	area	area	NOUN
iajs-817	6	48	due	due	ADP
iajs-817	6	49	to	to	ADP
iajs-817	6	50	blurring	blur	VERB
iajs-817	6	51	.	.	PUNCT
iajs-817	7	1	so	so	ADV
iajs-817	7	2	,	,	PUNCT
iajs-817	7	3	a	a	DET
iajs-817	7	4	prior	prior	ADJ
iajs-817	7	5	which	which	PRON
iajs-817	7	6	tend	tend	VERB
iajs-817	7	7	to	to	PART
iajs-817	7	8	make	make	VERB
iajs-817	7	9	the	the	DET
iajs-817	7	10	edges	edge	NOUN
iajs-817	7	11	sparser	sparse	ADJ
iajs-817	7	12	will	will	AUX
iajs-817	7	13	tend	tend	VERB
iajs-817	7	14	to	to	PART
iajs-817	7	15	make	make	VERB
iajs-817	7	16	the	the	DET
iajs-817	7	17	images	image	NOUN
iajs-817	7	18	sharper	sharp	ADJ
iajs-817	7	19	also.[1	also.[1	ADV
iajs-817	7	20	]	]	X
iajs-817	7	21	the	the	DET
iajs-817	7	22	assumption	assumption	NOUN
iajs-817	7	23	that	that	SCONJ
iajs-817	7	24	edges	edge	NOUN
iajs-817	7	25	are	be	AUX
iajs-817	7	26	sparser	sparse	ADJ
iajs-817	7	27	in	in	ADP
iajs-817	7	28	natural	natural	ADJ
iajs-817	7	29	sharp	sharp	ADJ
iajs-817	7	30	images	image	NOUN
iajs-817	7	31	may	may	AUX
iajs-817	7	32	be	be	AUX
iajs-817	7	33	an	an	DET
iajs-817	7	34	oversimplification	oversimplification	NOUN
iajs-817	7	35	of	of	ADP
iajs-817	7	36	the	the	DET
iajs-817	7	37	problem	problem	NOUN
iajs-817	7	38	but	but	CCONJ
iajs-817	7	39	the	the	DET
iajs-817	7	40	results	result	NOUN
iajs-817	7	41	obtained	obtain	VERB
iajs-817	7	42	on	on	ADP
iajs-817	7	43	this	this	DET
iajs-817	7	44	analysis	analysis	NOUN
iajs-817	7	45	are	be	AUX
iajs-817	7	46	promising	promise	VERB
iajs-817	7	47	.	.	PUNCT
iajs-817	8	1	the	the	DET
iajs-817	8	2	prior	prior	NOUN
iajs-817	8	3	should	should	AUX
iajs-817	8	4	be	be	AUX
iajs-817	8	5	adjusted	adjust	VERB
iajs-817	8	6	and	and	CCONJ
iajs-817	8	7	the	the	DET
iajs-817	8	8	cost	cost	NOUN
iajs-817	8	9	function	function	NOUN
iajs-817	8	10	should	should	AUX
iajs-817	8	11	be	be	AUX
iajs-817	8	12	altered	alter	VERB
iajs-817	8	13	such	such	ADJ
iajs-817	8	14	that	that	DET
iajs-817	8	15	initial	initial	ADJ
iajs-817	8	16	iteration	iteration	NOUN
iajs-817	8	17	which	which	PRON
iajs-817	8	18	estimate	estimate	VERB
iajs-817	8	19	the	the	DET
iajs-817	8	20	lower	low	ADJ
iajs-817	8	21	frequency	frequency	NOUN
iajs-817	8	22	components	component	NOUN
iajs-817	8	23	of	of	ADP
iajs-817	8	24	the	the	DET
iajs-817	8	25	image	image	NOUN
iajs-817	8	26	are	be	AUX
iajs-817	8	27	regularized	regularize	VERB
iajs-817	8	28	with	with	ADP
iajs-817	8	29	bigger	big	ADJ
iajs-817	8	30	weight	weight	NOUN
iajs-817	8	31	whereas	whereas	SCONJ
iajs-817	8	32	later	later	ADJ
iajs-817	8	33	iterations	iteration	NOUN
iajs-817	8	34	which	which	PRON
iajs-817	8	35	corresponds	correspond	VERB
iajs-817	8	36	to	to	ADP
iajs-817	8	37	higher	high	ADJ
iajs-817	8	38	frequency	frequency	NOUN
iajs-817	8	39	components	component	NOUN
iajs-817	8	40	should	should	AUX
iajs-817	8	41	be	be	AUX
iajs-817	8	42	regularized	regularize	VERB
iajs-817	8	43	with	with	ADP
iajs-817	8	44	smaller	small	ADJ
iajs-817	8	45	weights	weight	NOUN
iajs-817	8	46	.	.	PUNCT
iajs-817	9	1	this	this	DET
iajs-817	9	2	adjustment	adjustment	NOUN
iajs-817	9	3	ensures	ensure	VERB
iajs-817	9	4	noise	noise	NOUN
iajs-817	9	5	suppression	suppression	NOUN
iajs-817	9	6	at	at	ADP
iajs-817	9	7	the	the	DET
iajs-817	9	8	same	same	ADJ
iajs-817	9	9	time	time	NOUN
iajs-817	9	10	allows	allow	VERB
iajs-817	9	11	for	for	ADP
iajs-817	9	12	better	well	ADJ
iajs-817	9	13	sparseness.[2	sparseness.[2	ADJ
iajs-817	9	14	]	]	X
iajs-817	9	15	blur	blur	NOUN
iajs-817	9	16	is	be	AUX
iajs-817	9	17	unsharp	unsharp	ADJ
iajs-817	9	18	image	image	NOUN
iajs-817	9	19	area	area	NOUN
iajs-817	9	20	caused	cause	VERB
iajs-817	9	21	by	by	ADP
iajs-817	9	22	camera	camera	NOUN
iajs-817	9	23	or	or	CCONJ
iajs-817	9	24	subjectmovement	subjectmovement	NOUN
iajs-817	9	25	,	,	PUNCT
iajs-817	9	26	inaccurate	inaccurate	ADJ
iajs-817	9	27	focusing	focusing	NOUN
iajs-817	9	28	,	,	PUNCT
iajs-817	9	29	or	or	CCONJ
iajs-817	9	30	the	the	DET
iajs-817	9	31	use	use	NOUN
iajs-817	9	32	of	of	ADP
iajs-817	9	33	an	an	DET
iajs-817	9	34	aperturethat	aperturethat	NOUN
iajs-817	9	35	gives	give	VERB
iajs-817	9	36	shallow	shallow	ADJ
iajs-817	9	37	depth	depth	NOUN
iajs-817	9	38	of	of	ADP
iajs-817	9	39	field	field	NOUN
iajs-817	9	40	.	.	PUNCT
iajs-817	10	1	the	the	DET
iajs-817	10	2	blur	blur	PROPN
iajs-817	10	3	effects	effect	NOUN
iajs-817	10	4	are	be	AUX
iajs-817	10	5	filtersthat	filtersthat	ADJ
iajs-817	10	6	smooth	smooth	ADJ
iajs-817	10	7	transitions	transition	NOUN
iajs-817	10	8	and	and	CCONJ
iajs-817	10	9	decrease	decrease	NOUN
iajs-817	10	10	contrast	contrast	NOUN
iajs-817	10	11	by	by	ADP
iajs-817	10	12	averagingthe	averagingthe	ADJ
iajs-817	10	13	pixels	pixel	NOUN
iajs-817	10	14	next	next	ADV
iajs-817	10	15	to	to	ADP
iajs-817	10	16	hard	hard	ADJ
iajs-817	10	17	edges	edge	NOUN
iajs-817	10	18	of	of	ADP
iajs-817	10	19	defined	define	VERB
iajs-817	10	20	lines	line	NOUN
iajs-817	10	21	and	and	CCONJ
iajs-817	10	22	areaswhere	areaswhere	VERB
iajs-817	10	23	there	there	PRON
iajs-817	10	24	are	be	VERB
iajs-817	10	25	significant	significant	ADJ
iajs-817	10	26	color	color	NOUN
iajs-817	10	27	transition.[2	transition.[2	ADV
iajs-817	10	28	]	]	PUNCT
iajs-817	10	29	blurring	blur	VERB
iajs-817	10	30	types	type	NOUN
iajs-817	11	1	[	[	X
iajs-817	11	2	3	3	X
iajs-817	11	3	]	]	PUNCT
iajs-817	11	4	in	in	ADP
iajs-817	11	5	digital	digital	ADJ
iajs-817	11	6	image	image	NOUN
iajs-817	11	7	there	there	PRON
iajs-817	11	8	are	be	VERB
iajs-817	11	9	3	3	NUM
iajs-817	11	10	common	common	ADJ
iajs-817	11	11	types	type	NOUN
iajs-817	11	12	of	of	ADP
iajs-817	11	13	blur	blur	NOUN
iajs-817	11	14	effects	effect	NOUN
iajs-817	11	15	:	:	PUNCT
iajs-817	11	16	average	average	ADJ
iajs-817	11	17	blur	blur	NOUN
iajs-817	11	18	the	the	DET
iajs-817	11	19	average	average	ADJ
iajs-817	11	20	blur	blur	NOUN
iajs-817	11	21	is	be	AUX
iajs-817	11	22	one	one	NUM
iajs-817	11	23	of	of	ADP
iajs-817	11	24	several	several	ADJ
iajs-817	11	25	tools	tool	NOUN
iajs-817	11	26	you	you	PRON
iajs-817	11	27	can	can	AUX
iajs-817	11	28	use	use	VERB
iajs-817	11	29	to	to	PART
iajs-817	11	30	remove	remove	VERB
iajs-817	11	31	noise	noise	NOUN
iajs-817	11	32	and	and	CCONJ
iajs-817	11	33	specks	speck	NOUN
iajs-817	11	34	in	in	ADP
iajs-817	11	35	an	an	DET
iajs-817	11	36	image	image	NOUN
iajs-817	11	37	.	.	PUNCT
iajs-817	12	1	use	use	VERB
iajs-817	12	2	it	it	PRON
iajs-817	12	3	when	when	SCONJ
iajs-817	12	4	noise	noise	NOUN
iajs-817	12	5	is	be	AUX
iajs-817	12	6	present	present	ADJ
iajs-817	12	7	over	over	ADP
iajs-817	12	8	the	the	DET
iajs-817	12	9	entire	entire	ADJ
iajs-817	12	10	image.this	image.this	PRON
iajs-817	12	11	type	type	NOUN
iajs-817	12	12	of	of	ADP
iajs-817	12	13	blurring	blurring	NOUN
iajs-817	12	14	can	can	AUX
iajs-817	12	15	be	be	AUX
iajs-817	12	16	distribution	distribution	NOUN
iajs-817	12	17	in	in	ADP
iajs-817	12	18	horizontal	horizontal	ADJ
iajs-817	12	19	andvertical	andvertical	ADJ
iajs-817	12	20	direction	direction	NOUN
iajs-817	12	21	and	and	CCONJ
iajs-817	12	22	can	can	AUX
iajs-817	12	23	be	be	AUX
iajs-817	12	24	circular	circular	ADJ
iajs-817	12	25	averaging	averaging	NOUN
iajs-817	12	26	by	by	ADP
iajs-817	12	27	radius	radius	NOUN
iajs-817	12	28	r	r	NOUN
iajs-817	12	29	which	which	PRON
iajs-817	12	30	is	be	AUX
iajs-817	12	31	evaluated	evaluate	VERB
iajs-817	12	32	by	by	ADP
iajs-817	12	33	the	the	DET
iajs-817	12	34	formula	formula	NOUN
iajs-817	12	35	:	:	PUNCT
iajs-817	12	36	ibn	ibn	PROPN
iajs-817	12	37	alhaitham	alhaitham	NOUN
iajs-817	12	38	j.	j.	PROPN
iajs-817	12	39	for	for	ADP
iajs-817	12	40	pure	pure	ADJ
iajs-817	12	41	&	&	CCONJ
iajs-817	12	42	appl	appl	PROPN
iajs-817	12	43	.	.	PUNCT
iajs-817	13	1	sci	sci	PROPN
iajs-817	13	2	.	.	PUNCT
iajs-817	13	3	vol.24	vol.24	NOUN
iajs-817	13	4	(	(	PUNCT
iajs-817	13	5	1	1	NUM
iajs-817	13	6	)	)	PUNCT
iajs-817	13	7	2011	2011	NUM
iajs-817	13	8	r	r	NOUN
iajs-817	13	9	=	=	NOUN
iajs-817	13	10	√	√	PROPN
iajs-817	13	11	g2	g2	PROPN
iajs-817	13	12	+	+	CCONJ
iajs-817	13	13	f2	f2	PROPN
iajs-817	13	14	…	…	PUNCT
iajs-817	13	15	(	(	PUNCT
iajs-817	13	16	1	1	NUM
iajs-817	13	17	)	)	PUNCT
iajs-817	13	18	where	where	SCONJ
iajs-817	13	19	:	:	PUNCT
iajs-817	13	20	g	g	PROPN
iajs-817	13	21	is	be	AUX
iajs-817	13	22	the	the	DET
iajs-817	13	23	horizontal	horizontal	ADJ
iajs-817	13	24	size	size	NOUN
iajs-817	13	25	blurring	blurring	NOUN
iajs-817	13	26	direction	direction	NOUN
iajs-817	13	27	and	and	CCONJ
iajs-817	13	28	f	f	PROPN
iajs-817	13	29	is	be	AUX
iajs-817	13	30	vertical	vertical	ADJ
iajs-817	13	31	blurring	blurring	NOUN
iajs-817	13	32	size	size	NOUN
iajs-817	13	33	direction	direction	NOUN
iajs-817	13	34	and	and	CCONJ
iajs-817	13	35	r	r	NOUN
iajs-817	13	36	is	be	AUX
iajs-817	13	37	the	the	DET
iajs-817	13	38	radius	radius	ADJ
iajs-817	13	39	size	size	NOUN
iajs-817	13	40	of	of	ADP
iajs-817	13	41	thecircular	thecircular	ADJ
iajs-817	13	42	average	average	ADJ
iajs-817	13	43	blurring	blurring	NOUN
iajs-817	13	44	.	.	PUNCT
iajs-817	14	1	gaussian	gaussian	ADJ
iajs-817	14	2	blur	blur	PROPN
iajs-817	14	3	the	the	DET
iajs-817	14	4	gaussian	gaussian	ADJ
iajs-817	14	5	blur	blur	NOUN
iajs-817	14	6	effect	effect	NOUN
iajs-817	14	7	is	be	AUX
iajs-817	14	8	a	a	DET
iajs-817	14	9	filter	filter	NOUN
iajs-817	14	10	that	that	PRON
iajs-817	14	11	blends	blend	VERB
iajs-817	14	12	a	a	DET
iajs-817	14	13	specificnumber	specificnumber	NOUN
iajs-817	14	14	of	of	ADP
iajs-817	14	15	pixels	pixel	NOUN
iajs-817	14	16	incrementally	incrementally	ADV
iajs-817	14	17	,	,	PUNCT
iajs-817	14	18	following	follow	VERB
iajs-817	14	19	a	a	DET
iajs-817	14	20	bell	bell	NOUN
iajs-817	14	21	-	-	PUNCT
iajs-817	14	22	shapedcurve	shapedcurve	NOUN
iajs-817	14	23	.	.	PUNCT
iajs-817	15	1	the	the	DET
iajs-817	15	2	blurring	blurring	NOUN
iajs-817	15	3	is	be	AUX
iajs-817	15	4	dense	dense	ADJ
iajs-817	15	5	in	in	ADP
iajs-817	15	6	the	the	DET
iajs-817	15	7	center	center	NOUN
iajs-817	15	8	and	and	CCONJ
iajs-817	15	9	feathers	feather	NOUN
iajs-817	15	10	at	at	ADP
iajs-817	15	11	the	the	DET
iajs-817	15	12	edge	edge	NOUN
iajs-817	15	13	.	.	PUNCT
iajs-817	16	1	apply	apply	VERB
iajs-817	16	2	gaussian	gaussian	ADJ
iajs-817	16	3	blur	blur	NOUN
iajs-817	16	4	to	to	ADP
iajs-817	16	5	an	an	DET
iajs-817	16	6	image	image	NOUN
iajs-817	16	7	when	when	SCONJ
iajs-817	16	8	you	you	PRON
iajs-817	16	9	want	want	VERB
iajs-817	16	10	more	more	ADJ
iajs-817	16	11	control	control	NOUN
iajs-817	16	12	over	over	ADP
iajs-817	16	13	the	the	DET
iajs-817	16	14	blur	blur	ADJ
iajs-817	16	15	effect	effect	NOUN
iajs-817	16	16	.	.	PUNCT
iajs-817	17	1	motion	motion	NOUN
iajs-817	17	2	blur	blur	VERB
iajs-817	17	3	the	the	DET
iajs-817	17	4	motion	motion	NOUN
iajs-817	17	5	blur	blur	NOUN
iajs-817	17	6	effect	effect	NOUN
iajs-817	17	7	is	be	AUX
iajs-817	17	8	a	a	DET
iajs-817	17	9	filter	filter	NOUN
iajs-817	17	10	that	that	PRON
iajs-817	17	11	makes	make	VERB
iajs-817	17	12	the	the	DET
iajs-817	17	13	image	image	NOUN
iajs-817	17	14	appears	appear	VERB
iajs-817	17	15	to	to	PART
iajs-817	17	16	be	be	AUX
iajs-817	17	17	moving	move	VERB
iajs-817	17	18	by	by	ADP
iajs-817	17	19	adding	add	VERB
iajs-817	17	20	a	a	DET
iajs-817	17	21	blur	blur	NOUN
iajs-817	17	22	in	in	ADP
iajs-817	17	23	a	a	DET
iajs-817	17	24	specific	specific	ADJ
iajs-817	17	25	direction.the	direction.the	PRON
iajs-817	17	26	motion	motion	NOUN
iajs-817	17	27	can	can	AUX
iajs-817	17	28	be	be	AUX
iajs-817	17	29	controlled	control	VERB
iajs-817	17	30	by	by	ADP
iajs-817	17	31	angle	angle	NOUN
iajs-817	17	32	or	or	CCONJ
iajs-817	17	33	direction	direction	NOUN
iajs-817	17	34	(	(	PUNCT
iajs-817	17	35	0	0	NUM
iajs-817	17	36	to	to	ADP
iajs-817	17	37	360	360	NUM
iajs-817	17	38	degrees	degree	NOUN
iajs-817	17	39	or	or	CCONJ
iajs-817	17	40	–	–	PUNCT
iajs-817	17	41	90	90	NUM
iajs-817	17	42	to	to	ADP
iajs-817	17	43	+90	+90	NOUN
iajs-817	17	44	)	)	PUNCT
iajs-817	17	45	and/or	and/or	CCONJ
iajs-817	17	46	by	by	ADP
iajs-817	17	47	distance	distance	NOUN
iajs-817	17	48	or	or	CCONJ
iajs-817	17	49	intensity	intensity	NOUN
iajs-817	17	50	in	in	ADP
iajs-817	17	51	pixels	pixel	NOUN
iajs-817	17	52	(	(	PUNCT
iajs-817	17	53	0	0	NUM
iajs-817	17	54	to	to	ADP
iajs-817	17	55	999	999	NUM
iajs-817	17	56	)	)	PUNCT
iajs-817	17	57	,	,	PUNCT
iajs-817	17	58	based	base	VERB
iajs-817	17	59	on	on	ADP
iajs-817	17	60	the	the	DET
iajs-817	17	61	software	software	NOUN
iajs-817	17	62	used	use	VERB
iajs-817	17	63	.	.	PUNCT
iajs-817	18	1	image	image	NOUN
iajs-817	18	2	de	de	ADJ
iajs-817	18	3	-	-	ADJ
iajs-817	18	4	blurring	blurring	ADJ
iajs-817	18	5	image	image	NOUN
iajs-817	18	6	de	de	NOUN
iajs-817	18	7	-	-	ADJ
iajs-817	18	8	blurring	blurring	NOUN
iajs-817	18	9	is	be	AUX
iajs-817	18	10	an	an	DET
iajs-817	18	11	inverse	inverse	ADJ
iajs-817	18	12	problem	problem	NOUN
iajs-817	18	13	whose	whose	DET
iajs-817	18	14	aim	aim	NOUN
iajs-817	18	15	is	be	AUX
iajs-817	18	16	to	to	PART
iajs-817	18	17	recover	recover	VERB
iajs-817	18	18	an	an	DET
iajs-817	18	19	image	image	NOUN
iajs-817	18	20	from	from	ADP
iajs-817	18	21	a	a	DET
iajs-817	18	22	version	version	NOUN
iajs-817	18	23	of	of	ADP
iajs-817	18	24	that	that	DET
iajs-817	18	25	image	image	NOUN
iajs-817	18	26	which	which	PRON
iajs-817	18	27	has	have	AUX
iajs-817	18	28	suffered	suffer	VERB
iajs-817	18	29	a	a	DET
iajs-817	18	30	linear	linear	ADJ
iajs-817	18	31	degradation	degradation	NOUN
iajs-817	18	32	,	,	PUNCT
iajs-817	18	33	with	with	ADP
iajs-817	18	34	or	or	CCONJ
iajs-817	18	35	without	without	ADP
iajs-817	18	36	noise	noise	NOUN
iajs-817	18	37	.	.	PUNCT
iajs-817	19	1	this	this	DET
iajs-817	19	2	blurring	blur	VERB
iajs-817	19	3	degradation	degradation	NOUN
iajs-817	19	4	can	can	AUX
iajs-817	19	5	be	be	AUX
iajs-817	19	6	shift	shift	NOUN
iajs-817	19	7	-	-	PUNCT
iajs-817	19	8	variant	variant	NOUN
iajs-817	19	9	or	or	CCONJ
iajs-817	19	10	shift	shift	NOUN
iajs-817	19	11	-	-	PUNCT
iajs-817	19	12	invariant	invariant	ADJ
iajs-817	19	13	.	.	PUNCT
iajs-817	20	1	the	the	DET
iajs-817	20	2	algorithm	algorithm	NOUN
iajs-817	20	3	focuses	focus	VERB
iajs-817	20	4	on	on	ADP
iajs-817	20	5	linear	linear	ADJ
iajs-817	20	6	,	,	PUNCT
iajs-817	20	7	shift	shift	VERB
iajs-817	20	8	invariant	invariant	ADJ
iajs-817	20	9	degradation	degradation	NOUN
iajs-817	20	10	.	.	PUNCT
iajs-817	21	1	automatic	automatic	ADJ
iajs-817	21	2	de	de	ADJ
iajs-817	21	3	-	-	ADJ
iajs-817	21	4	blurring	blurring	NOUN
iajs-817	21	5	has	have	VERB
iajs-817	21	6	immense	immense	ADJ
iajs-817	21	7	applications	application	NOUN
iajs-817	21	8	such	such	ADJ
iajs-817	21	9	as	as	ADP
iajs-817	21	10	remote	remote	ADJ
iajs-817	21	11	sensing	sensing	NOUN
iajs-817	21	12	,	,	PUNCT
iajs-817	21	13	astronomy	astronomy	NOUN
iajs-817	21	14	,	,	PUNCT
iajs-817	21	15	bio	bio	ADJ
iajs-817	21	16	-	-	ADJ
iajs-817	21	17	medical	medical	ADJ
iajs-817	21	18	image	image	NOUN
iajs-817	21	19	processing	processing	NOUN
iajs-817	21	20	etc	etc	NOUN
iajs-817	21	21	.	.	PUNCT
iajs-817	22	1	[	[	X
iajs-817	22	2	2	2	X
iajs-817	22	3	]	]	PUNCT
iajs-817	22	4	the	the	DET
iajs-817	22	5	blind	blind	ADJ
iajs-817	22	6	de	de	NOUN
iajs-817	22	7	-	-	ADJ
iajs-817	22	8	blurring	blurring	ADJ
iajs-817	22	9	refers	refer	NOUN
iajs-817	22	10	to	to	ADP
iajs-817	22	11	de	de	NOUN
iajs-817	22	12	-	-	NOUN
iajs-817	22	13	blurring	blur	VERB
iajs-817	22	14	the	the	DET
iajs-817	22	15	image	image	NOUN
iajs-817	22	16	in	in	ADP
iajs-817	22	17	which	which	PRON
iajs-817	22	18	the	the	DET
iajs-817	22	19	blurring	blur	VERB
iajs-817	22	20	kernel	kernel	NOUN
iajs-817	22	21	is	be	AUX
iajs-817	22	22	not	not	PART
iajs-817	22	23	known	know	VERB
iajs-817	22	24	.	.	PUNCT
iajs-817	23	1	if	if	SCONJ
iajs-817	23	2	the	the	DET
iajs-817	23	3	blinding	blinding	ADJ
iajs-817	23	4	kernel	kernel	NOUN
iajs-817	23	5	is	be	AUX
iajs-817	23	6	known	know	VERB
iajs-817	23	7	,	,	PUNCT
iajs-817	23	8	it	it	PRON
iajs-817	23	9	is	be	AUX
iajs-817	23	10	referred	refer	VERB
iajs-817	23	11	to	to	ADP
iajs-817	23	12	as	as	ADP
iajs-817	23	13	non	non	ADJ
iajs-817	23	14	-	-	ADJ
iajs-817	23	15	blind	blind	ADJ
iajs-817	23	16	de	de	NOUN
iajs-817	23	17	-	-	NOUN
iajs-817	23	18	blurring	blurring	NOUN
iajs-817	23	19	.	.	PUNCT
iajs-817	24	1	the	the	DET
iajs-817	24	2	filter	filter	NOUN
iajs-817	24	3	kernel	kernel	NOUN
iajs-817	24	4	which	which	PRON
iajs-817	24	5	has	have	AUX
iajs-817	24	6	caused	cause	VERB
iajs-817	24	7	blurring	blurring	NOUN
iajs-817	24	8	to	to	ADP
iajs-817	24	9	the	the	DET
iajs-817	24	10	image	image	NOUN
iajs-817	24	11	is	be	AUX
iajs-817	24	12	considered	consider	VERB
iajs-817	24	13	as	as	ADP
iajs-817	24	14	the	the	DET
iajs-817	24	15	point	point	NOUN
iajs-817	24	16	spread	spread	VERB
iajs-817	24	17	function	function	NOUN
iajs-817	24	18	(	(	PUNCT
iajs-817	24	19	psf	psf	NOUN
iajs-817	24	20	)	)	PUNCT
iajs-817	24	21	.	.	PUNCT
iajs-817	25	1	the	the	DET
iajs-817	25	2	blind	blind	ADJ
iajs-817	25	3	de	de	NOUN
iajs-817	25	4	-	-	ADJ
iajs-817	25	5	blurring	blurring	NOUN
iajs-817	25	6	is	be	AUX
iajs-817	25	7	an	an	DET
iajs-817	25	8	ill	ill	ADV
iajs-817	25	9	-	-	PUNCT
iajs-817	25	10	posed	pose	VERB
iajs-817	25	11	and	and	CCONJ
iajs-817	25	12	ill	ill	ADV
iajs-817	25	13	-	-	PUNCT
iajs-817	25	14	conditioned	condition	VERB
iajs-817	25	15	problem	problem	NOUN
iajs-817	25	16	with	with	ADP
iajs-817	25	17	infinite	infinite	ADJ
iajs-817	25	18	possible	possible	ADJ
iajs-817	25	19	solutions	solution	NOUN
iajs-817	25	20	for	for	ADP
iajs-817	25	21	de	de	ADJ
iajs-817	25	22	-	-	ADJ
iajs-817	25	23	blurred	blurred	ADJ
iajs-817	25	24	image	image	NOUN
iajs-817	25	25	and	and	CCONJ
iajs-817	25	26	the	the	DET
iajs-817	25	27	psf	psf	PROPN
iajs-817	25	28	estimation.[2	estimation.[2	NOUN
iajs-817	25	29	]	]	PUNCT
iajs-817	25	30	causes	cause	NOUN
iajs-817	25	31	of	of	ADP
iajs-817	25	32	blurring[3	blurring[3	PROPN
iajs-817	25	33	]	]	X
iajs-817	25	34	a.	a.	NOUN
iajs-817	25	35	deblurring	deblurring	NOUN
iajs-817	25	36	model	model	NOUN
iajs-817	25	37	a	a	DET
iajs-817	25	38	blurred	blurred	ADJ
iajs-817	25	39	or	or	CCONJ
iajs-817	25	40	degraded	degraded	ADJ
iajs-817	25	41	image	image	NOUN
iajs-817	25	42	can	can	AUX
iajs-817	25	43	be	be	AUX
iajs-817	25	44	approximately	approximately	ADV
iajs-817	25	45	described	describe	VERB
iajs-817	25	46	by	by	ADP
iajs-817	25	47	this	this	DET
iajs-817	25	48	equation	equation	NOUN
iajs-817	25	49	:	:	PUNCT
iajs-817	25	50	g	g	NOUN
iajs-817	25	51	=	=	PUNCT
iajs-817	25	52	psf*f	psf*f	X
iajs-817	25	53	+	+	CCONJ
iajs-817	25	54	n	n	CCONJ
iajs-817	25	55	,	,	PUNCT
iajs-817	25	56	…	…	PUNCT
iajs-817	25	57	(	(	PUNCT
iajs-817	25	58	2	2	NUM
iajs-817	25	59	)	)	PUNCT
iajs-817	25	60	where	where	SCONJ
iajs-817	25	61	:	:	PUNCT
iajs-817	25	62	g	g	PROPN
iajs-817	25	63	the	the	DET
iajs-817	25	64	blurred	blurred	ADJ
iajs-817	25	65	image	image	NOUN
iajs-817	25	66	,	,	PUNCT
iajs-817	25	67	h	h	NOUN
iajs-817	25	68	the	the	DET
iajs-817	25	69	distortion	distortion	NOUN
iajs-817	25	70	operator	operator	NOUN
iajs-817	25	71	called	call	VERB
iajs-817	25	72	point	point	NOUN
iajs-817	25	73	spread	spread	ADJ
iajs-817	25	74	function	function	NOUN
iajs-817	25	75	(	(	PUNCT
iajs-817	25	76	psf	psf	NOUN
iajs-817	25	77	)	)	PUNCT
iajs-817	25	78	,	,	PUNCT
iajs-817	25	79	f	f	PROPN
iajs-817	25	80	the	the	DET
iajs-817	25	81	original	original	ADJ
iajs-817	25	82	true	true	ADJ
iajs-817	25	83	image	image	NOUN
iajs-817	25	84	and	and	CCONJ
iajs-817	25	85	f	f	PROPN
iajs-817	25	86	additive	additive	ADJ
iajs-817	25	87	noise	noise	NOUN
iajs-817	25	88	,	,	PUNCT
iajs-817	25	89	introduced	introduce	VERB
iajs-817	25	90	during	during	ADP
iajs-817	25	91	image	image	NOUN
iajs-817	25	92	acquisition	acquisition	NOUN
iajs-817	25	93	that	that	PRON
iajs-817	25	94	corrupts	corrupt	VERB
iajs-817	25	95	the	the	DET
iajs-817	25	96	image	image	NOUN
iajs-817	25	97	.	.	PUNCT
iajs-817	26	1	point	point	NOUN
iajs-817	26	2	spread	spread	VERB
iajs-817	26	3	function	function	NOUN
iajs-817	26	4	(	(	PUNCT
iajs-817	26	5	psf	psf	NOUN
iajs-817	26	6	)	)	PUNCT
iajs-817	26	7	is	be	AUX
iajs-817	26	8	the	the	DET
iajs-817	26	9	degree	degree	NOUN
iajs-817	26	10	to	to	PART
iajs-817	26	11	which	which	PRON
iajs-817	26	12	anoptical	anoptical	ADJ
iajs-817	26	13	system	system	NOUN
iajs-817	26	14	blurs	blur	VERB
iajs-817	26	15	(	(	PUNCT
iajs-817	26	16	spreads	spread	NOUN
iajs-817	26	17	)	)	PUNCT
iajs-817	26	18	a	a	DET
iajs-817	26	19	point	point	NOUN
iajs-817	26	20	of	of	ADP
iajs-817	26	21	light	light	NOUN
iajs-817	26	22	.	.	PUNCT
iajs-817	27	1	the	the	DET
iajs-817	27	2	psf	psf	NOUN
iajs-817	27	3	is	be	AUX
iajs-817	27	4	the	the	DET
iajs-817	27	5	inverse	inverse	ADJ
iajs-817	27	6	fourier	fourier	NOUN
iajs-817	27	7	transforms	transform	VERB
iajs-817	27	8	of	of	ADP
iajs-817	27	9	optical	optical	ADJ
iajs-817	27	10	transfer	transfer	NOUN
iajs-817	27	11	function(otf	function(otf	NOUN
iajs-817	27	12	)	)	PUNCT
iajs-817	27	13	.	.	PUNCT
iajs-817	28	1	in	in	ADP
iajs-817	28	2	the	the	DET
iajs-817	28	3	frequency	frequency	NOUN
iajs-817	28	4	domain	domain	NOUN
iajs-817	28	5	,	,	PUNCT
iajs-817	28	6	the	the	DET
iajs-817	28	7	otf	otf	PROPN
iajs-817	28	8	describes	describe	VERB
iajs-817	28	9	the	the	DET
iajs-817	28	10	response	response	NOUN
iajs-817	28	11	of	of	ADP
iajs-817	28	12	a	a	DET
iajs-817	28	13	linear	linear	NOUN
iajs-817	28	14	,	,	PUNCT
iajs-817	28	15	position	position	NOUN
iajs-817	28	16	-	-	PUNCT
iajs-817	28	17	invariant	invariant	ADJ
iajs-817	28	18	system	system	NOUN
iajs-817	28	19	to	to	ADP
iajs-817	28	20	animpulse.otf	animpulse.otf	PRON
iajs-817	28	21	is	be	AUX
iajs-817	28	22	the	the	DET
iajs-817	28	23	fourier	fourier	ADJ
iajs-817	28	24	transfer	transfer	NOUN
iajs-817	28	25	of	of	ADP
iajs-817	28	26	the	the	DET
iajs-817	28	27	point	point	NOUN
iajs-817	28	28	(	(	PUNCT
iajs-817	28	29	psf	psf	NOUN
iajs-817	28	30	)	)	PUNCT
iajs-817	28	31	.	.	PUNCT
iajs-817	29	1	b.	b.	NOUN
iajs-817	29	2	deblurring	deblurre	VERB
iajs-817	29	3	techniques	technique	NOUN
iajs-817	29	4	this	this	DET
iajs-817	29	5	paper	paper	NOUN
iajs-817	29	6	applyies	applyie	NOUN
iajs-817	29	7	four	four	NUM
iajs-817	29	8	methods	method	NOUN
iajs-817	29	9	deblurring	deblurre	VERB
iajs-817	29	10	image	image	NOUN
iajs-817	29	11	:	:	PUNCT
iajs-817	29	12			X
iajs-817	29	13	wiener	wiener	NOUN
iajs-817	29	14	filter	filter	NOUN
iajs-817	29	15	deblurring	deblurring	NOUN
iajs-817	29	16	technique	technique	NOUN
iajs-817	29	17	wiener	wiener	NOUN
iajs-817	29	18	filter	filter	NOUN
iajs-817	29	19	is	be	AUX
iajs-817	29	20	a	a	DET
iajs-817	29	21	method	method	NOUN
iajs-817	29	22	of	of	ADP
iajs-817	29	23	restoring	restore	VERB
iajs-817	29	24	image	image	NOUN
iajs-817	29	25	in	in	ADP
iajs-817	29	26	the	the	DET
iajs-817	29	27	presence	presence	NOUN
iajs-817	29	28	of	of	ADP
iajs-817	29	29	blur	blur	NOUN
iajs-817	29	30	and	and	CCONJ
iajs-817	29	31	noise	noise	NOUN
iajs-817	29	32	.	.	PUNCT
iajs-817	30	1	the	the	DET
iajs-817	30	2	frequencydomain	frequencydomain	ADJ
iajs-817	30	3	expression	expression	NOUN
iajs-817	30	4	for	for	ADP
iajs-817	30	5	the	the	DET
iajs-817	30	6	wiener	wiener	NOUN
iajs-817	30	7	filter	filter	NOUN
iajs-817	30	8	is	be	AUX
iajs-817	30	9	:	:	PUNCT
iajs-817	30	10	w(s	w(s	PROPN
iajs-817	30	11	)	)	PUNCT
iajs-817	30	12	=	=	PUNCT
iajs-817	31	1	h(s)/f+	h(s)/f+	ADV
iajs-817	31	2	(	(	PUNCT
iajs-817	31	3	s	s	NOUN
iajs-817	31	4	)	)	PUNCT
iajs-817	31	5	,	,	PUNCT
iajs-817	31	6	h(s	h(s	PROPN
iajs-817	31	7	)	)	PUNCT
iajs-817	31	8	=	=	SYM
iajs-817	31	9	fx	fx	PROPN
iajs-817	31	10	,	,	PUNCT
iajs-817	31	11	s	s	PART
iajs-817	31	12	(	(	PUNCT
iajs-817	31	13	s	s	NOUN
iajs-817	31	14	)	)	PUNCT
iajs-817	31	15	e	e	NOUN
iajs-817	31	16	as	as	ADP
iajs-817	31	17	/f	/f	PROPN
iajs-817	31	18	x(s	x(s	PROPN
iajs-817	31	19	)	)	PUNCT
iajs-817	31	20	…	…	PUNCT
iajs-817	31	21	(	(	PUNCT
iajs-817	31	22	3	3	NUM
iajs-817	31	23	)	)	PUNCT
iajs-817	31	24	where	where	SCONJ
iajs-817	31	25	:	:	PUNCT
iajs-817	31	26	f(s	f(s	X
iajs-817	31	27	)	)	PUNCT
iajs-817	31	28	is	be	AUX
iajs-817	31	29	blurred	blur	VERB
iajs-817	31	30	image	image	NOUN
iajs-817	31	31	,	,	PUNCT
iajs-817	31	32	f	f	PROPN
iajs-817	31	33	+	+	PROPN
iajs-817	31	34	(	(	PUNCT
iajs-817	31	35	s	s	NOUN
iajs-817	31	36	)	)	PUNCT
iajs-817	31	37	causal	causal	NOUN
iajs-817	31	38	,	,	PUNCT
iajs-817	31	39	f	f	PROPN
iajs-817	31	40	-	-	PUNCT
iajs-817	31	41	x(s	x(s	PROPN
iajs-817	31	42	)	)	PUNCT
iajs-817	31	43	anti	anti	ADJ
iajs-817	31	44	-	-	ADJ
iajs-817	31	45	causal	causal	ADJ
iajs-817	31	46			NOUN
iajs-817	31	47	regularized	regularize	VERB
iajs-817	31	48	filter	filter	NOUN
iajs-817	31	49	deblurring	deblurring	NOUN
iajs-817	31	50	technique	technique	NOUN
iajs-817	31	51	regulated	regulate	VERB
iajs-817	31	52	filter	filter	NOUN
iajs-817	31	53	is	be	AUX
iajs-817	31	54	the	the	DET
iajs-817	31	55	deblurring	deblurre	VERB
iajs-817	31	56	method	method	NOUN
iajs-817	31	57	to	to	PART
iajs-817	31	58	deblur	deblur	VERB
iajs-817	31	59	an	an	DET
iajs-817	31	60	image	image	NOUN
iajs-817	31	61	by	by	ADP
iajs-817	31	62	using	use	VERB
iajs-817	31	63	de	de	ADJ
iajs-817	31	64	-	-	NOUN
iajs-817	31	65	convolution	convolution	ADJ
iajs-817	31	66	function	function	NOUN
iajs-817	31	67	de	de	X
iajs-817	31	68	-	-	VERB
iajs-817	31	69	converge	converge	NOUN
iajs-817	31	70	which	which	PRON
iajs-817	31	71	is	be	AUX
iajs-817	31	72	effective	effective	ADJ
iajs-817	31	73	when	when	SCONJ
iajs-817	31	74	the	the	DET
iajs-817	31	75	limited	limited	ADJ
iajs-817	31	76	information	information	NOUN
iajs-817	31	77	is	be	AUX
iajs-817	31	78	known	know	VERB
iajs-817	31	79	about	about	ADP
iajs-817	31	80	additive	additive	ADJ
iajs-817	31	81	noise	noise	NOUN
iajs-817	31	82			PROPN
iajs-817	31	83	lucy	lucy	PROPN
iajs-817	31	84	-	-	PUNCT
iajs-817	31	85	richardson	richardson	PROPN
iajs-817	31	86	algorithm	algorithm	PROPN
iajs-817	31	87	technique	technique	NOUN
iajs-817	31	88	the	the	DET
iajs-817	31	89	richardson	richardson	PROPN
iajs-817	31	90	–	–	PUNCT
iajs-817	31	91	lucy	lucy	PROPN
iajs-817	31	92	algorithm	algorithm	PROPN
iajs-817	31	93	,	,	PUNCT
iajs-817	31	94	also	also	ADV
iajs-817	31	95	known	know	VERB
iajs-817	31	96	as	as	ADP
iajs-817	31	97	richardson	richardson	PROPN
iajs-817	31	98	–	–	PUNCT
iajs-817	31	99	lucy	lucy	PROPN
iajs-817	31	100	de	de	PROPN
iajs-817	31	101	-	-	NOUN
iajs-817	31	102	converge	converge	ADJ
iajs-817	31	103	,	,	PUNCT
iajs-817	31	104	is	be	AUX
iajs-817	31	105	an	an	DET
iajs-817	31	106	iterative	iterative	NOUN
iajs-817	31	107	procedurefor	procedurefor	NOUN
iajs-817	31	108	recovering	recover	VERB
iajs-817	31	109	a	a	DET
iajs-817	31	110	latent	latent	NOUN
iajs-817	31	111	image	image	NOUN
iajs-817	31	112	that	that	PRON
iajs-817	31	113	has	have	AUX
iajs-817	31	114	been	be	AUX
iajs-817	31	115	the	the	DET
iajs-817	31	116	blurred	blur	VERB
iajs-817	31	117	by	by	ADP
iajs-817	31	118	aknown	aknown	ADJ
iajs-817	31	119	psf	psf	NOUN
iajs-817	31	120	.	.	PUNCT
iajs-817	32	1	ibn	ibn	PROPN
iajs-817	32	2	alhaitham	alhaitham	PROPN
iajs-817	32	3	j.	j.	PROPN
iajs-817	32	4	for	for	ADP
iajs-817	32	5	pure	pure	ADJ
iajs-817	32	6	&	&	CCONJ
iajs-817	32	7	appl	appl	PROPN
iajs-817	32	8	.	.	PUNCT
iajs-817	33	1	sci	sci	PROPN
iajs-817	33	2	.	.	PUNCT
iajs-817	33	3	vol.24	vol.24	NOUN
iajs-817	33	4	(	(	PUNCT
iajs-817	33	5	1	1	NUM
iajs-817	33	6	)	)	PUNCT
iajs-817	33	7	2011	2011	NUM
iajs-817	33	8	…	…	PUNCT
iajs-817	33	9	(	(	PUNCT
iajs-817	33	10	4	4	NUM
iajs-817	33	11	)	)	PUNCT
iajs-817	33	12	where	where	SCONJ
iajs-817	33	13	is	be	AUX
iajs-817	33	14	psf	psf	NOUN
iajs-817	33	15	(	(	PUNCT
iajs-817	33	16	pij)at	pij)at	NOUN
iajs-817	33	17	location	location	NOUN
iajs-817	33	18	i	i	PROPN
iajs-817	33	19	and	and	CCONJ
iajs-817	33	20	j	j	PROPN
iajs-817	33	21	,	,	PUNCT
iajs-817	33	22	uj	uj	PROPN
iajs-817	33	23	is	be	AUX
iajs-817	33	24	the	the	DET
iajs-817	33	25	pixel	pixel	PROPN
iajs-817	33	26	value	value	NOUN
iajs-817	33	27	at	at	ADP
iajs-817	33	28	location	location	PROPN
iajs-817	33	29	j	j	PROPN
iajs-817	33	30	inblurred	inblurre	VERB
iajs-817	33	31	image	image	NOUN
iajs-817	33	32	.	.	PUNCT
iajs-817	34	1	ci	ci	PROPN
iajs-817	34	2	is	be	AUX
iajs-817	34	3	the	the	DET
iajs-817	34	4	observed	observe	VERB
iajs-817	34	5	value	value	NOUN
iajs-817	34	6	at	at	ADP
iajs-817	34	7	pixel	pixel	PROPN
iajs-817	34	8	location	location	PROPN
iajs-817	34	9	i.iteration	i.iteration	NOUN
iajs-817	34	10	process	process	NOUN
iajs-817	34	11	to	to	PART
iajs-817	34	12	calculate	calculate	VERB
iajs-817	34	13	uj	uj	PROPN
iajs-817	34	14	given	give	VERB
iajs-817	34	15	the	the	DET
iajs-817	34	16	observed	observe	VERB
iajs-817	34	17	ci	ci	NOUN
iajs-817	34	18	and	and	CCONJ
iajs-817	34	19	known	know	VERB
iajs-817	34	20	p	p	X
iajs-817	34	21	ij	ij	NOUN
iajs-817	34	22	…	…	PUNCT
iajs-817	34	23	(	(	PUNCT
iajs-817	34	24	5	5	NUM
iajs-817	34	25	)	)	PUNCT
iajs-817	34	26	where	where	SCONJ
iajs-817	34	27	…	…	PUNCT
iajs-817	34	28	(	(	PUNCT
iajs-817	34	29	6	6	NUM
iajs-817	34	30	)	)	PUNCT
iajs-817	34	31			PART
iajs-817	34	32	blind	blind	ADJ
iajs-817	34	33	de	de	ADJ
iajs-817	34	34	-	-	ADJ
iajs-817	34	35	convolution	convolution	ADJ
iajs-817	34	36	algorithm	algorithm	NOUN
iajs-817	34	37	technique	technique	NOUN
iajs-817	34	38	definition	definition	NOUN
iajs-817	34	39	of	of	ADP
iajs-817	34	40	the	the	DET
iajs-817	34	41	blind	blind	ADJ
iajs-817	34	42	deblurring	deblurring	NOUN
iajs-817	34	43	method	method	NOUN
iajs-817	34	44	can	can	AUX
iajs-817	34	45	be	be	AUX
iajs-817	34	46	expressedby	expressedby	ADJ
iajs-817	34	47	:	:	PUNCT
iajs-817	34	48	g(x	g(x	NUM
iajs-817	34	49	,	,	PUNCT
iajs-817	34	50	y	y	NOUN
iajs-817	34	51	)	)	PUNCT
iajs-817	35	1	=	=	NOUN
iajs-817	35	2	psf	psf	NOUN
iajs-817	35	3	*	*	PUNCT
iajs-817	35	4	f(x	f(x	PROPN
iajs-817	35	5	,	,	PUNCT
iajs-817	35	6	y	y	PROPN
iajs-817	35	7	)	)	PUNCT
iajs-817	35	8	+	+	CCONJ
iajs-817	35	9	η(x	η(x	PROPN
iajs-817	35	10	,	,	PUNCT
iajs-817	35	11	y	y	PROPN
iajs-817	35	12	)	)	PUNCT
iajs-817	35	13	…	…	PUNCT
iajs-817	35	14	(	(	PUNCT
iajs-817	35	15	7	7	NUM
iajs-817	35	16	)	)	PUNCT
iajs-817	35	17	where	where	SCONJ
iajs-817	35	18	:	:	PUNCT
iajs-817	35	19	g	g	NOUN
iajs-817	35	20	(	(	PUNCT
iajs-817	35	21	x	x	PROPN
iajs-817	35	22	,	,	PUNCT
iajs-817	35	23	y	y	NOUN
iajs-817	35	24	)	)	PUNCT
iajs-817	35	25	is	be	AUX
iajs-817	35	26	the	the	DET
iajs-817	35	27	observed	observed	ADJ
iajs-817	35	28	image	image	NOUN
iajs-817	35	29	,	,	PUNCT
iajs-817	35	30	psf	psf	NOUN
iajs-817	35	31	is	be	AUX
iajs-817	35	32	point	point	NOUN
iajs-817	35	33	spread	spread	ADJ
iajs-817	35	34	function	function	NOUN
iajs-817	35	35	,	,	PUNCT
iajs-817	35	36	f	f	PROPN
iajs-817	35	37	(	(	PUNCT
iajs-817	35	38	x	x	PROPN
iajs-817	35	39	,	,	PUNCT
iajs-817	35	40	y	y	PROPN
iajs-817	35	41	)	)	PUNCT
iajs-817	35	42	is	be	AUX
iajs-817	35	43	the	the	DET
iajs-817	35	44	constructed	construct	VERB
iajs-817	35	45	image	image	NOUN
iajs-817	35	46	and	and	CCONJ
iajs-817	35	47	η	η	PROPN
iajs-817	35	48	(	(	PUNCT
iajs-817	35	49	x	x	PROPN
iajs-817	35	50	,	,	PUNCT
iajs-817	35	51	y	y	PROPN
iajs-817	35	52	)	)	PUNCT
iajs-817	35	53	is	be	AUX
iajs-817	35	54	the	the	DET
iajs-817	35	55	additive	additive	ADJ
iajs-817	35	56	noise	noise	NOUN
iajs-817	35	57	term	term	NOUN
iajs-817	35	58	.	.	PUNCT
iajs-817	36	1	wavelet	wavelet	NOUN
iajs-817	36	2	transform	transform	NOUN
iajs-817	36	3	and	and	CCONJ
iajs-817	36	4	image	image	NOUN
iajs-817	36	5	processing[4	processing[4	PROPN
iajs-817	36	6	]	]	PUNCT
iajs-817	36	7	wavelets	wavelet	NOUN
iajs-817	36	8	decomposition	decomposition	NOUN
iajs-817	36	9	:	:	PUNCT
iajs-817	36	10	wavelets	wavelet	NOUN
iajs-817	36	11	are	be	AUX
iajs-817	36	12	families	family	NOUN
iajs-817	36	13	of	of	ADP
iajs-817	36	14	functions	function	NOUN
iajs-817	36	15	generated	generate	VERB
iajs-817	36	16	from	from	ADP
iajs-817	36	17	one	one	NUM
iajs-817	36	18	single	single	ADJ
iajs-817	36	19	prototype	prototype	NOUN
iajs-817	36	20	function	function	NOUN
iajs-817	36	21	(	(	PUNCT
iajs-817	36	22	mother	mother	NOUN
iajs-817	36	23	wavelet	wavelet	NOUN
iajs-817	36	24	)	)	PUNCT
iajs-817	36	25			NOUN
iajs-817	36	26	by	by	ADP
iajs-817	36	27	dilation	dilation	NOUN
iajs-817	36	28	and	and	CCONJ
iajs-817	36	29	translation	translation	NOUN
iajs-817	36	30	operations	operation	NOUN
iajs-817	36	31	:	:	PUNCT
iajs-817	36	32			NOUN
iajs-817	36	33	is	be	AUX
iajs-817	36	34	constructed	construct	VERB
iajs-817	36	35	from	from	ADP
iajs-817	36	36	the	the	DET
iajs-817	36	37	so	so	ADV
iajs-817	36	38	-	-	PUNCT
iajs-817	36	39	called	call	VERB
iajs-817	36	40	scaling	scale	VERB
iajs-817	36	41	function	function	NOUN
iajs-817	36	42	.	.	VERB
iajs-817	36	43	the	the	DET
iajs-817	36	44	wavelet	wavelet	NOUN
iajs-817	36	45	transform	transform	NOUN
iajs-817	36	46	represents	represent	VERB
iajs-817	36	47	the	the	DET
iajs-817	36	48	de	de	NOUN
iajs-817	36	49	-	-	NOUN
iajs-817	36	50	composition	composition	NOUN
iajs-817	36	51	of	of	ADP
iajs-817	36	52	a	a	DET
iajs-817	36	53	function	function	NOUN
iajs-817	36	54	into	into	ADP
iajs-817	36	55	a	a	DET
iajs-817	36	56	family	family	NOUN
iajs-817	36	57	of	of	ADP
iajs-817	36	58	wavelet	wavelet	NOUN
iajs-817	36	59	functions	function	NOUN
iajs-817	36	60	m	m	VERB
iajs-817	36	61	,	,	PUNCT
iajs-817	36	62	n(t	n(t	PROPN
iajs-817	36	63	)	)	PUNCT
iajs-817	36	64	where	where	SCONJ
iajs-817	36	65	m	m	NOUN
iajs-817	36	66	is	be	AUX
iajs-817	36	67	the	the	DET
iajs-817	36	68	scale	scale	NOUN
iajs-817	36	69	/	/	SYM
iajs-817	36	70	dilation	dilation	NOUN
iajs-817	36	71	index	index	NOUN
iajs-817	36	72	and	and	CCONJ
iajs-817	36	73	n	n	DET
iajs-817	36	74	the	the	DET
iajs-817	36	75	time	time	NOUN
iajs-817	36	76	/	/	SYM
iajs-817	36	77	spaceindex	spaceindex	NOUN
iajs-817	36	78	)	)	PUNCT
iajs-817	36	79	.	.	PUNCT
iajs-817	37	1	in	in	ADP
iajs-817	37	2	other	other	ADJ
iajs-817	37	3	words	word	NOUN
iajs-817	37	4	,	,	PUNCT
iajs-817	37	5	using	use	VERB
iajs-817	37	6	the	the	DET
iajs-817	37	7	wavelet	wavelet	NOUN
iajs-817	37	8	transform	transform	NOUN
iajs-817	37	9	,	,	PUNCT
iajs-817	37	10	any	any	DET
iajs-817	37	11	arbitraryfunction	arbitraryfunction	NOUN
iajs-817	37	12	can	can	AUX
iajs-817	37	13	be	be	AUX
iajs-817	37	14	written	write	VERB
iajs-817	37	15	as	as	ADP
iajs-817	37	16	a	a	DET
iajs-817	37	17	superposition	superposition	NOUN
iajs-817	37	18	of	of	ADP
iajs-817	37	19	wavelets	wavelet	NOUN
iajs-817	37	20	.	.	PUNCT
iajs-817	38	1	many	many	ADJ
iajs-817	38	2	constructions	construction	NOUN
iajs-817	38	3	of	of	ADP
iajs-817	38	4	wavelets	wavelet	NOUN
iajs-817	38	5	have	have	AUX
iajs-817	38	6	been	be	AUX
iajs-817	38	7	introduced	introduce	VERB
iajs-817	38	8	in	in	ADP
iajs-817	38	9	mathematical	mathematical	ADJ
iajs-817	38	10	and	and	CCONJ
iajs-817	38	11	signal	signal	ADJ
iajs-817	38	12	processing	processing	NOUN
iajs-817	38	13	literature	literature	NOUN
iajs-817	38	14	(	(	PUNCT
iajs-817	38	15	in	in	ADP
iajs-817	38	16	the	the	DET
iajs-817	38	17	context	context	NOUN
iajs-817	38	18	of	of	ADP
iajs-817	38	19	quarter	quarter	NOUN
iajs-817	38	20	mirror	mirror	NOUN
iajs-817	38	21	filters	filter	NOUN
iajs-817	38	22	)	)	PUNCT
iajs-817	38	23	.	.	PUNCT
iajs-817	39	1	in	in	ADP
iajs-817	39	2	the	the	DET
iajs-817	39	3	mid	mid	ADJ
iajs-817	39	4	eighties	eighty	NOUN
iajs-817	39	5	,	,	PUNCT
iajs-817	39	6	the	the	DET
iajs-817	39	7	introduction	introduction	NOUN
iajs-817	39	8	of	of	ADP
iajs-817	39	9	multi	multi	ADJ
iajs-817	39	10	resolution	resolution	NOUN
iajs-817	39	11	analysis	analysis	NOUN
iajs-817	39	12	and	and	CCONJ
iajs-817	39	13	the	the	DET
iajs-817	39	14	fast	fast	ADJ
iajs-817	39	15	wavelet	wavelet	NOUN
iajs-817	39	16	transform	transform	NOUN
iajs-817	39	17	by	by	ADP
iajs-817	39	18	mallat	mallat	PROPN
iajs-817	39	19	and	and	CCONJ
iajs-817	39	20	meyer	meyer	PROPN
iajs-817	39	21	provided	provide	VERB
iajs-817	39	22	the	the	DET
iajs-817	39	23	connection	connection	NOUN
iajs-817	39	24	between	between	ADP
iajs-817	39	25	the	the	DET
iajs-817	39	26	two	two	NUM
iajs-817	39	27	approaches	approach	NOUN
iajs-817	39	28	.	.	PUNCT
iajs-817	40	1	the	the	DET
iajs-817	40	2	wavelet	wavelet	NOUN
iajs-817	40	3	transform	transform	NOUN
iajs-817	40	4	may	may	AUX
iajs-817	40	5	be	be	AUX
iajs-817	40	6	seen	see	VERB
iajs-817	40	7	as	as	ADP
iajs-817	40	8	a	a	DET
iajs-817	40	9	filter	filter	NOUN
iajs-817	40	10	bank	bank	NOUN
iajs-817	40	11	and	and	CCONJ
iajs-817	40	12	illustrated	illustrate	VERB
iajs-817	40	13	as	as	SCONJ
iajs-817	40	14	follows	follow	VERB
iajs-817	40	15	,	,	PUNCT
iajs-817	40	16	on	on	ADP
iajs-817	40	17	a	a	DET
iajs-817	40	18	one	one	NUM
iajs-817	40	19	dimensional	dimensional	ADJ
iajs-817	40	20	signal	signal	NOUN
iajs-817	40	21	x[n	x[n	PROPN
iajs-817	40	22	]	]	PUNCT
iajs-817	40	23	:	:	PUNCT
iajs-817	40	24	•x[n	•x[n	NOUN
iajs-817	40	25	]	]	PUNCT
iajs-817	40	26	is	be	AUX
iajs-817	40	27	high	high	ADJ
iajs-817	40	28	-	-	PUNCT
iajs-817	40	29	pass	pass	NOUN
iajs-817	40	30	and	and	CCONJ
iajs-817	40	31	low	low	ADJ
iajs-817	40	32	-	-	PUNCT
iajs-817	40	33	pass	pass	NOUN
iajs-817	40	34	filtered	filter	VERB
iajs-817	40	35	,	,	PUNCT
iajs-817	40	36	producing	produce	VERB
iajs-817	40	37	twosignals	twosignal	NOUN
iajs-817	40	38	d[n	d[n	NOUN
iajs-817	40	39	]	]	PUNCT
iajs-817	40	40	(	(	PUNCT
iajs-817	40	41	detail	detail	NOUN
iajs-817	40	42	)	)	PUNCT
iajs-817	40	43	and	and	CCONJ
iajs-817	40	44	c[n	c[n	NOUN
iajs-817	40	45	]	]	SYM
iajs-817	40	46	(	(	PUNCT
iajs-817	40	47	coarse	coarse	NOUN
iajs-817	40	48	approximation	approximation	NOUN
iajs-817	40	49	)	)	PUNCT
iajs-817	40	50	.	.	PUNCT
iajs-817	41	1	•d[n	•d[n	NOUN
iajs-817	41	2	]	]	PUNCT
iajs-817	41	3	and	and	CCONJ
iajs-817	41	4	c[n	c[n	NOUN
iajs-817	41	5	]	]	X
iajs-817	41	6	may	may	AUX
iajs-817	41	7	be	be	AUX
iajs-817	41	8	subsampled	subsample	VERB
iajs-817	41	9	(	(	PUNCT
iajs-817	41	10	decimated	decimate	VERB
iajs-817	41	11	by	by	ADP
iajs-817	41	12	2	2	NUM
iajs-817	41	13	:	:	PUNCT
iajs-817	41	14	2	2	ADJ
iajs-817	41	15	)	)	PUNCT
iajs-817	41	16	otherwise	otherwise	ADV
iajs-817	41	17	the	the	DET
iajs-817	41	18	transform	transform	NOUN
iajs-817	41	19	is	be	AUX
iajs-817	41	20	called	call	VERB
iajs-817	41	21	translation	translation	NOUN
iajs-817	41	22	invariant	invariant	PROPN
iajs-817	41	23	wavelet	wavelet	NOUN
iajs-817	41	24	transform	transform	VERB
iajs-817	41	25	•the	•the	DET
iajs-817	41	26	process	process	NOUN
iajs-817	41	27	is	be	AUX
iajs-817	41	28	iterated	iterate	VERB
iajs-817	41	29	on	on	ADP
iajs-817	41	30	the	the	DET
iajs-817	41	31	low	low	ADJ
iajs-817	41	32	-	-	PUNCT
iajs-817	41	33	pass	pass	NOUN
iajs-817	41	34	signal	signal	NOUN
iajs-817	41	35	c[n	c[n	PROPN
iajs-817	41	36	]	]	PUNCT
iajs-817	41	37	.	.	PUNCT
iajs-817	42	1	this	this	DET
iajs-817	42	2	process	process	NOUN
iajs-817	42	3	is	be	AUX
iajs-817	42	4	illustrated	illustrate	VERB
iajs-817	42	5	in	in	ADP
iajs-817	42	6	figure	figure	NOUN
iajs-817	42	7	1	1	NUM
iajs-817	42	8	.	.	PUNCT
iajs-817	43	1	much	much	ADJ
iajs-817	43	2	information	information	NOUN
iajs-817	43	3	can	can	AUX
iajs-817	43	4	extract	extract	VERB
iajs-817	43	5	at	at	ADP
iajs-817	43	6	several	several	ADJ
iajs-817	43	7	scales	scale	NOUN
iajs-817	43	8	(	(	PUNCT
iajs-817	43	9	sub	sub	NOUN
iajs-817	43	10	bands	band	NOUN
iajs-817	43	11	)	)	PUNCT
iajs-817	43	12	plus	plus	CCONJ
iajs-817	43	13	an	an	DET
iajs-817	43	14	approximation	approximation	NOUN
iajs-817	43	15	of	of	ADP
iajs-817	43	16	the	the	DET
iajs-817	43	17	signal	signal	NOUN
iajs-817	43	18	(	(	PUNCT
iajs-817	43	19	the	the	DET
iajs-817	43	20	last	last	ADJ
iajs-817	43	21	c[n	c[n	NOUN
iajs-817	43	22	]	]	PUNCT
iajs-817	43	23	)	)	PUNCT
iajs-817	43	24	in	in	ADP
iajs-817	43	25	the	the	DET
iajs-817	43	26	case	case	NOUN
iajs-817	43	27	of	of	ADP
iajs-817	43	28	images	image	NOUN
iajs-817	43	29	,	,	PUNCT
iajs-817	43	30	the	the	DET
iajs-817	43	31	filtering	filter	VERB
iajs-817	43	32	operations	operation	NOUN
iajs-817	43	33	are	be	AUX
iajs-817	43	34	both	both	PRON
iajs-817	43	35	per	per	ADP
iajs-817	43	36	-	-	PUNCT
iajs-817	43	37	formed	form	VERB
iajs-817	43	38	on	on	ADP
iajs-817	43	39	rows	row	NOUN
iajs-817	43	40	and	and	CCONJ
iajs-817	43	41	columns	column	NOUN
iajs-817	43	42	,	,	PUNCT
iajs-817	43	43	leading	lead	VERB
iajs-817	43	44	to	to	ADP
iajs-817	43	45	the	the	DET
iajs-817	43	46	decomposition	decomposition	NOUN
iajs-817	43	47	.	.	PUNCT
iajs-817	44	1	lagrange	lagrange	NOUN
iajs-817	44	2	interpolation	interpolation	NOUN
iajs-817	44	3	polynomial	polynomial	NOUN
iajs-817	44	4	in	in	ADP
iajs-817	44	5	this	this	DET
iajs-817	44	6	proposed	propose	VERB
iajs-817	44	7	system	system	NOUN
iajs-817	44	8	,	,	PUNCT
iajs-817	44	9	the	the	DET
iajs-817	44	10	denoising	denoising	NOUN
iajs-817	44	11	technique	technique	NOUN
iajs-817	44	12	was	be	AUX
iajs-817	44	13	designed	design	VERB
iajs-817	44	14	to	to	PART
iajs-817	44	15	achieve	achieve	VERB
iajs-817	44	16	the	the	DET
iajs-817	44	17	best	good	ADJ
iajs-817	44	18	human	human	ADJ
iajs-817	44	19	visualization	visualization	NOUN
iajs-817	44	20	for	for	ADP
iajs-817	44	21	the	the	DET
iajs-817	44	22	repainting	repaint	VERB
iajs-817	44	23	image	image	NOUN
iajs-817	44	24	after	after	ADP
iajs-817	44	25	filling	fill	VERB
iajs-817	44	26	the	the	DET
iajs-817	44	27	noise	noise	NOUN
iajs-817	44	28	holes	hole	NOUN
iajs-817	44	29	in	in	ADP
iajs-817	44	30	these	these	DET
iajs-817	44	31	images	image	NOUN
iajs-817	44	32	after	after	ADP
iajs-817	44	33	removing	remove	VERB
iajs-817	44	34	the	the	DET
iajs-817	44	35	noise	noise	NOUN
iajs-817	44	36	.	.	PUNCT
iajs-817	45	1	the	the	DET
iajs-817	45	2	method	method	NOUN
iajs-817	45	3	was	be	AUX
iajs-817	45	4	proposed	propose	VERB
iajs-817	45	5	to	to	ADP
iajs-817	45	6	filling	fill	VERB
iajs-817	45	7	the	the	DET
iajs-817	45	8	noise	noise	NOUN
iajs-817	45	9	holes	hole	NOUN
iajs-817	45	10	is	be	AUX
iajs-817	45	11	lagrange	lagrange	ADJ
iajs-817	45	12	interpolation	interpolation	NOUN
iajs-817	45	13	polynomial	polynomial	ADJ
iajs-817	45	14	calculations	calculation	NOUN
iajs-817	45	15	adaptation	adaptation	NOUN
iajs-817	45	16	by	by	ADP
iajs-817	45	17	fuzzy	fuzzy	ADJ
iajs-817	45	18	rules	rule	NOUN
iajs-817	45	19	.	.	PUNCT
iajs-817	46	1	ibn	ibn	PROPN
iajs-817	46	2	alhaitham	alhaitham	PROPN
iajs-817	46	3	j.	j.	PROPN
iajs-817	46	4	for	for	ADP
iajs-817	46	5	pure	pure	ADJ
iajs-817	46	6	&	&	CCONJ
iajs-817	46	7	appl	appl	PROPN
iajs-817	46	8	.	.	PUNCT
iajs-817	47	1	sci	sci	PROPN
iajs-817	47	2	.	.	PUNCT
iajs-817	47	3	vol.24	vol.24	NOUN
iajs-817	47	4	(	(	PUNCT
iajs-817	47	5	1	1	NUM
iajs-817	47	6	)	)	PUNCT
iajs-817	47	7	2011	2011	NUM
iajs-817	47	8	the	the	DET
iajs-817	47	9	formula	formula	NOUN
iajs-817	47	10	of	of	ADP
iajs-817	47	11	this	this	DET
iajs-817	47	12	method	method	NOUN
iajs-817	47	13	was	be	AUX
iajs-817	47	14	first	first	ADV
iajs-817	47	15	published	publish	VERB
iajs-817	47	16	by	by	ADP
iajs-817	47	17	waring	waring	NOUN
iajs-817	47	18	(	(	PUNCT
iajs-817	47	19	1779	1779	NUM
iajs-817	47	20	)	)	PUNCT
iajs-817	47	21	,	,	PUNCT
iajs-817	47	22	rediscovered	rediscover	VERB
iajs-817	47	23	by	by	ADP
iajs-817	47	24	euler	euler	NOUN
iajs-817	47	25	in	in	ADP
iajs-817	47	26	1783	1783	NUM
iajs-817	47	27	,	,	PUNCT
iajs-817	47	28	and	and	CCONJ
iajs-817	47	29	published	publish	VERB
iajs-817	47	30	by	by	ADP
iajs-817	47	31	lagrange	lagrange	NOUN
iajs-817	47	32	in	in	ADP
iajs-817	47	33	1795	1795	NUM
iajs-817	47	34	(	(	PUNCT
iajs-817	47	35	jeffreys	jeffrey	NOUN
iajs-817	47	36	and	and	CCONJ
iajs-817	47	37	jeffreys	jeffrey	NOUN
iajs-817	47	38	1988	1988	NUM
iajs-817	47	39	)	)	PUNCT
iajs-817	47	40	.	.	PUNCT
iajs-817	48	1	lagrange	lagrange	NOUN
iajs-817	48	2	interpolating	interpolate	VERB
iajs-817	48	3	polynomials	polynomial	NOUN
iajs-817	48	4	are	be	AUX
iajs-817	48	5	implemented	implement	VERB
iajs-817	48	6	in	in	ADP
iajs-817	48	7	mathematical	mathematical	ADJ
iajs-817	48	8	as	as	ADP
iajs-817	48	9	interpolating	interpolate	VERB
iajs-817	48	10	polynomial	polynomial	ADJ
iajs-817	48	11	.	.	PUNCT
iajs-817	49	1	they	they	PRON
iajs-817	49	2	are	be	AUX
iajs-817	49	3	used	use	VERB
iajs-817	49	4	,	,	PUNCT
iajs-817	49	5	for	for	ADP
iajs-817	49	6	example	example	NOUN
iajs-817	49	7	,	,	PUNCT
iajs-817	49	8	in	in	ADP
iajs-817	49	9	the	the	DET
iajs-817	49	10	construction	construction	NOUN
iajs-817	49	11	of	of	ADP
iajs-817	49	12	newton	newton	PROPN
iajs-817	49	13	-	-	PUNCT
iajs-817	49	14	cotes	cote	NOUN
iajs-817	49	15	formulas	formula	NOUN
iajs-817	49	16	.	.	PUNCT
iajs-817	50	1	when	when	SCONJ
iajs-817	50	2	constructing	construct	VERB
iajs-817	50	3	interpolating	interpolate	VERB
iajs-817	50	4	polynomials	polynomial	NOUN
iajs-817	50	5	,	,	PUNCT
iajs-817	50	6	there	there	PRON
iajs-817	50	7	is	be	VERB
iajs-817	50	8	a	a	DET
iajs-817	50	9	tradeoff	tradeoff	NOUN
iajs-817	50	10	between	between	ADP
iajs-817	50	11	having	have	VERB
iajs-817	50	12	a	a	DET
iajs-817	50	13	better	well	ADJ
iajs-817	50	14	fit	fit	NOUN
iajs-817	50	15	and	and	CCONJ
iajs-817	50	16	having	have	VERB
iajs-817	50	17	a	a	DET
iajs-817	50	18	smooth	smooth	ADJ
iajs-817	50	19	well	well	ADV
iajs-817	50	20	-	-	PUNCT
iajs-817	50	21	behaved	behave	VERB
iajs-817	50	22	fitting	fitting	ADJ
iajs-817	50	23	function	function	NOUN
iajs-817	50	24	.	.	PUNCT
iajs-817	51	1	the	the	DET
iajs-817	51	2	more	more	ADJ
iajs-817	51	3	data	data	NOUN
iajs-817	51	4	points	point	NOUN
iajs-817	51	5	that	that	PRON
iajs-817	51	6	are	be	AUX
iajs-817	51	7	used	use	VERB
iajs-817	51	8	in	in	ADP
iajs-817	51	9	the	the	DET
iajs-817	51	10	interpolation	interpolation	NOUN
iajs-817	51	11	,	,	PUNCT
iajs-817	51	12	the	the	PRON
iajs-817	51	13	higher	high	ADJ
iajs-817	51	14	the	the	DET
iajs-817	51	15	degree	degree	NOUN
iajs-817	51	16	of	of	ADP
iajs-817	51	17	the	the	DET
iajs-817	51	18	resulting	result	VERB
iajs-817	51	19	polynomial	polynomial	ADJ
iajs-817	51	20	,	,	PUNCT
iajs-817	51	21	and	and	CCONJ
iajs-817	51	22	therefore	therefore	ADV
iajs-817	51	23	the	the	DET
iajs-817	51	24	greater	great	ADJ
iajs-817	51	25	oscillation	oscillation	NOUN
iajs-817	51	26	it	it	PRON
iajs-817	51	27	will	will	AUX
iajs-817	51	28	exhibit	exhibit	VERB
iajs-817	51	29	between	between	ADP
iajs-817	51	30	the	the	DET
iajs-817	51	31	data	data	NOUN
iajs-817	51	32	points	point	NOUN
iajs-817	51	33	.	.	PUNCT
iajs-817	52	1	therefore	therefore	ADV
iajs-817	52	2	,	,	PUNCT
iajs-817	52	3	a	a	DET
iajs-817	52	4	high	high	ADJ
iajs-817	52	5	-	-	PUNCT
iajs-817	52	6	degree	degree	NOUN
iajs-817	52	7	interpolation	interpolation	NOUN
iajs-817	52	8	may	may	AUX
iajs-817	52	9	be	be	AUX
iajs-817	52	10	a	a	DET
iajs-817	52	11	poor	poor	ADJ
iajs-817	52	12	predictor	predictor	NOUN
iajs-817	52	13	of	of	ADP
iajs-817	52	14	the	the	DET
iajs-817	52	15	function	function	NOUN
iajs-817	52	16	between	between	ADP
iajs-817	52	17	points	point	NOUN
iajs-817	52	18	,	,	PUNCT
iajs-817	52	19	although	although	SCONJ
iajs-817	52	20	the	the	DET
iajs-817	52	21	accuracy	accuracy	NOUN
iajs-817	52	22	at	at	ADP
iajs-817	52	23	the	the	DET
iajs-817	52	24	data	data	NOUN
iajs-817	52	25	points	point	NOUN
iajs-817	52	26	will	will	AUX
iajs-817	52	27	be	be	AUX
iajs-817	52	28	"	"	PUNCT
iajs-817	52	29	perfect	perfect	ADJ
iajs-817	52	30	.	.	PUNCT
iajs-817	52	31	"[5	"[5	PUNCT
iajs-817	52	32	]	]	PUNCT
iajs-817	52	33	given	give	VERB
iajs-817	52	34	a	a	DET
iajs-817	52	35	set	set	NOUN
iajs-817	52	36	of	of	ADP
iajs-817	52	37	k	k	PROPN
iajs-817	52	38	+	+	CCONJ
iajs-817	52	39	1	1	NUM
iajs-817	52	40	data	datum	NOUN
iajs-817	52	41	points	point	NOUN
iajs-817	53	1	[	[	X
iajs-817	53	2	6	6	NUM
iajs-817	53	3	]	]	NUM
iajs-817	53	4	:	:	PUNCT
iajs-817	53	5	…	…	PUNCT
iajs-817	53	6	(	(	PUNCT
iajs-817	53	7	8)	8)	NUM
iajs-817	53	8	where	where	SCONJ
iajs-817	53	9	no	no	DET
iajs-817	53	10	two	two	NUM
iajs-817	53	11	xj	xj	NOUN
iajs-817	53	12	are	be	AUX
iajs-817	53	13	the	the	DET
iajs-817	53	14	same	same	ADJ
iajs-817	53	15	,	,	PUNCT
iajs-817	53	16	the	the	DET
iajs-817	53	17	interpolation	interpolation	NOUN
iajs-817	53	18	polynomial	polynomial	NOUN
iajs-817	53	19	in	in	ADP
iajs-817	53	20	the	the	DET
iajs-817	53	21	lagrange	lagrange	NOUN
iajs-817	53	22	form	form	NOUN
iajs-817	53	23	is	be	AUX
iajs-817	53	24	a	a	DET
iajs-817	53	25	linear	linear	ADJ
iajs-817	53	26	combination	combination	NOUN
iajs-817	53	27	…	…	PUNCT
iajs-817	53	28	(	(	PUNCT
iajs-817	53	29	9	9	NUM
iajs-817	53	30	)	)	PUNCT
iajs-817	53	31	of	of	ADP
iajs-817	53	32	lagrange	lagrange	ADJ
iajs-817	53	33	basis	basis	NOUN
iajs-817	53	34	polynomials	polynomial	NOUN
iajs-817	53	35	…	…	PUNCT
iajs-817	53	36	(	(	PUNCT
iajs-817	53	37	10	10	NUM
iajs-817	53	38	)	)	PUNCT
iajs-817	53	39	note	note	VERB
iajs-817	53	40	how	how	SCONJ
iajs-817	53	41	,	,	PUNCT
iajs-817	53	42	assuming	assume	VERB
iajs-817	53	43	no	no	DET
iajs-817	53	44	two	two	NUM
iajs-817	53	45	xi	xi	NOUN
iajs-817	53	46	are	be	AUX
iajs-817	53	47	the	the	DET
iajs-817	53	48	same	same	ADJ
iajs-817	53	49	(	(	PUNCT
iajs-817	53	50	and	and	CCONJ
iajs-817	53	51	they	they	PRON
iajs-817	53	52	ca	can	AUX
iajs-817	53	53	n't	not	PART
iajs-817	53	54	be	be	AUX
iajs-817	53	55	,	,	PUNCT
iajs-817	53	56	or	or	CCONJ
iajs-817	53	57	the	the	DET
iajs-817	53	58	data	datum	NOUN
iajs-817	53	59	set	set	NOUN
iajs-817	53	60	does	do	AUX
iajs-817	53	61	n't	not	PART
iajs-817	53	62	make	make	VERB
iajs-817	53	63	sense	sense	NOUN
iajs-817	53	64	)	)	PUNCT
iajs-817	53	65	,	,	PUNCT
iajs-817	53	66	,	,	PUNCT
iajs-817	53	67	so	so	CCONJ
iajs-817	53	68	this	this	DET
iajs-817	53	69	expression	expression	NOUN
iajs-817	53	70	is	be	AUX
iajs-817	53	71	always	always	ADV
iajs-817	53	72	well	well	ADV
iajs-817	53	73	-	-	PUNCT
iajs-817	53	74	defined	define	VERB
iajs-817	53	75	example	example	NOUN
iajs-817	53	76	1	1	NUM
iajs-817	53	77	:	:	PUNCT
iajs-817	53	78	i	i	PRON
iajs-817	53	79	wish	wish	VERB
iajs-817	53	80	to	to	PART
iajs-817	53	81	interpolate	interpolate	VERB
iajs-817	53	82	ƒ(x	ƒ(x	PROPN
iajs-817	53	83	)	)	PUNCT
iajs-817	54	1	=	=	SYM
iajs-817	54	2	x2	x2	ADJ
iajs-817	54	3	over	over	ADP
iajs-817	54	4	the	the	DET
iajs-817	54	5	range	range	NOUN
iajs-817	54	6	1	1	NUM
iajs-817	54	7	≤	≤	NUM
iajs-817	54	8	x	x	PUNCT
iajs-817	54	9	≤	≤	NUM
iajs-817	54	10	3	3	NUM
iajs-817	54	11	,	,	PUNCT
iajs-817	54	12	given	give	VERB
iajs-817	54	13	these	these	DET
iajs-817	54	14	three	three	NUM
iajs-817	54	15	points:[6	points:[6	NOUN
iajs-817	54	16	]	]	PUNCT
iajs-817	54	17	the	the	DET
iajs-817	54	18	interpolating	interpolate	VERB
iajs-817	54	19	polynomial	polynomial	NOUN
iajs-817	54	20	is	be	AUX
iajs-817	54	21	:	:	PUNCT
iajs-817	54	22	ibn	ibn	PROPN
iajs-817	54	23	alhaitham	alhaitham	NOUN
iajs-817	54	24	j.	j.	PROPN
iajs-817	54	25	for	for	ADP
iajs-817	54	26	pure	pure	ADJ
iajs-817	54	27	&	&	CCONJ
iajs-817	54	28	appl	appl	PROPN
iajs-817	54	29	.	.	PUNCT
iajs-817	55	1	sci	sci	PROPN
iajs-817	55	2	.	.	PUNCT
iajs-817	55	3	vol.24	vol.24	NOUN
iajs-817	55	4	(	(	PUNCT
iajs-817	55	5	1	1	NUM
iajs-817	55	6	)	)	PUNCT
iajs-817	55	7	2011	2011	NUM
iajs-817	55	8	the	the	DET
iajs-817	55	9	proposed	propose	VERB
iajs-817	55	10	adaptive	adaptive	ADJ
iajs-817	55	11	lagrange	lagrange	NOUN
iajs-817	55	12	fuzzy	fuzzy	ADJ
iajs-817	55	13	filter	filter	NOUN
iajs-817	55	14	the	the	DET
iajs-817	55	15	proposed	propose	VERB
iajs-817	55	16	wavelet	wavelet	NOUN
iajs-817	55	17	lagrange	lagrange	PROPN
iajs-817	55	18	fuzzy	fuzzy	ADJ
iajs-817	55	19	filter	filter	NOUN
iajs-817	55	20	is	be	AUX
iajs-817	55	21	design	design	NOUN
iajs-817	55	22	based	base	VERB
iajs-817	55	23	on	on	ADP
iajs-817	55	24	the	the	DET
iajs-817	55	25	lagrange	lagrange	PROPN
iajs-817	55	26	interpolation	interpolation	NOUN
iajs-817	55	27	polynomial	polynomial	ADJ
iajs-817	55	28	calculation	calculation	NOUN
iajs-817	55	29	for	for	ADP
iajs-817	55	30	estimating	estimate	VERB
iajs-817	55	31	the	the	DET
iajs-817	55	32	lost	lost	ADJ
iajs-817	55	33	values	value	NOUN
iajs-817	55	34	from	from	ADP
iajs-817	55	35	the	the	DET
iajs-817	55	36	other	other	ADJ
iajs-817	55	37	values	value	NOUN
iajs-817	55	38	,	,	PUNCT
iajs-817	55	39	and	and	CCONJ
iajs-817	55	40	fuzzy	fuzzy	ADJ
iajs-817	55	41	rules	rule	NOUN
iajs-817	55	42	(	(	PUNCT
iajs-817	55	43	as	as	ADP
iajs-817	55	44	the	the	DET
iajs-817	55	45	mean	mean	ADJ
iajs-817	55	46	fuzzy	fuzzy	ADJ
iajs-817	55	47	filter	filter	NOUN
iajs-817	55	48	design	design	NOUN
iajs-817	55	49	in	in	ADP
iajs-817	55	50	[	[	X
iajs-817	55	51	7	7	NUM
iajs-817	55	52	]	]	NUM
iajs-817	55	53	)	)	PUNCT
iajs-817	55	54	.	.	PUNCT
iajs-817	56	1	the	the	DET
iajs-817	56	2	formulation	formulation	NOUN
iajs-817	56	3	of	of	ADP
iajs-817	56	4	the	the	DET
iajs-817	56	5	proposed	propose	VERB
iajs-817	56	6	technique	technique	NOUN
iajs-817	56	7	is	be	AUX
iajs-817	56	8	as	as	SCONJ
iajs-817	56	9	follows	follow	VERB
iajs-817	56	10	:	:	PUNCT
iajs-817	56	11	a.	a.	NOUN
iajs-817	56	12	limitation	limitation	NOUN
iajs-817	56	13	let	let	VERB
iajs-817	56	14	x	x	PUNCT
iajs-817	56	15	=	=	PRON
iajs-817	56	16	{	{	PUNCT
iajs-817	56	17	x	x	SYM
iajs-817	56	18	=	=	SYM
iajs-817	56	19	(	(	PUNCT
iajs-817	56	20	x1	x1	PROPN
iajs-817	56	21	,	,	PUNCT
iajs-817	56	22	x2	x2	PROPN
iajs-817	56	23	)	)	PUNCT
iajs-817	56	24	|	|	ADV
iajs-817	56	25	1	1	NUM
iajs-817	56	26	≤	≤	NUM
iajs-817	56	27	x1	x1	PROPN
iajs-817	56	28	≤	≤	NUM
iajs-817	56	29	h	h	NOUN
iajs-817	56	30	,	,	PUNCT
iajs-817	56	31	1	1	NUM
iajs-817	56	32	≤	≤	NUM
iajs-817	56	33	x2	x2	NOUN
iajs-817	56	34	≤	≤	PROPN
iajs-817	56	35	w	w	AUX
iajs-817	56	36	}	}	PUNCT
iajs-817	56	37	be	be	VERB
iajs-817	56	38	the	the	DET
iajs-817	56	39	pixel	pixel	PROPN
iajs-817	56	40	coordinates	coordinate	NOUN
iajs-817	56	41	of	of	ADP
iajs-817	56	42	an	an	DET
iajs-817	56	43	input	input	NOUN
iajs-817	56	44	image	image	NOUN
iajs-817	56	45	and	and	CCONJ
iajs-817	56	46	let	let	VERB
iajs-817	56	47	y	y	PROPN
iajs-817	56	48	=	=	PRON
iajs-817	56	49	{	{	PUNCT
iajs-817	56	50	y	y	NOUN
iajs-817	56	51	=	=	SYM
iajs-817	56	52	(	(	PUNCT
iajs-817	56	53	y1	y1	INTJ
iajs-817	56	54	,	,	PUNCT
iajs-817	56	55	y2	y2	PROPN
iajs-817	56	56	)	)	PUNCT
iajs-817	57	1	|	|	ADV
iajs-817	57	2	1	1	NUM
iajs-817	57	3	≤	≤	NUM
iajs-817	57	4	y1	y1	NOUN
iajs-817	57	5	≤	≤	NUM
iajs-817	57	6	h	h	NOUN
iajs-817	57	7	,	,	PUNCT
iajs-817	57	8	1	1	NUM
iajs-817	57	9	≤	≤	NUM
iajs-817	57	10	y2	y2	NOUN
iajs-817	57	11	≤	≤	PROPN
iajs-817	57	12	w	w	PROPN
iajs-817	57	13	}	}	PUNCT
iajs-817	57	14	be	be	VERB
iajs-817	57	15	the	the	DET
iajs-817	57	16	pixel	pixel	PROPN
iajs-817	57	17	coordinates	coordinate	NOUN
iajs-817	57	18	of	of	ADP
iajs-817	57	19	the	the	DET
iajs-817	57	20	corresponding	corresponding	ADJ
iajs-817	57	21	filtered	filter	VERB
iajs-817	57	22	output	output	NOUN
iajs-817	57	23	image	image	NOUN
iajs-817	57	24	where	where	SCONJ
iajs-817	57	25	,	,	PUNCT
iajs-817	57	26	h	h	NOUN
iajs-817	57	27	and	and	CCONJ
iajs-817	57	28	w	w	PROPN
iajs-817	57	29	denote	denote	VERB
iajs-817	57	30	the	the	DET
iajs-817	57	31	height	height	NOUN
iajs-817	57	32	and	and	CCONJ
iajs-817	57	33	width	width	VERB
iajs-817	57	34	respectively	respectively	ADV
iajs-817	57	35	.	.	PUNCT
iajs-817	58	1	at	at	ADP
iajs-817	58	2	each	each	DET
iajs-817	58	3	location	location	NOUN
iajs-817	58	4	x	x	X
iajs-817	58	5	ε	ε	PROPN
iajs-817	58	6	x	x	PROPN
iajs-817	58	7	,	,	PUNCT
iajs-817	58	8	a	a	DET
iajs-817	58	9	filter	filter	NOUN
iajs-817	58	10	window	window	NOUN
iajs-817	58	11	is	be	AUX
iajs-817	58	12	defined	define	VERB
iajs-817	58	13	whose	whose	DET
iajs-817	58	14	size	size	NOUN
iajs-817	58	15	is	be	AUX
iajs-817	58	16	n	n	PRON
iajs-817	58	17	=	=	SYM
iajs-817	58	18	2n+1	2n+1	PROPN
iajs-817	58	19	where	where	SCONJ
iajs-817	58	20	,	,	PUNCT
iajs-817	58	21	n	n	PRON
iajs-817	58	22	is	be	AUX
iajs-817	58	23	a	a	DET
iajs-817	58	24	non	non	ADJ
iajs-817	58	25	-	-	ADJ
iajs-817	58	26	negative	negative	ADJ
iajs-817	58	27	integer	integer	NOUN
iajs-817	58	28	.	.	PUNCT
iajs-817	59	1	b.	b.	PROPN
iajs-817	59	2	lagrange	lagrange	PROPN
iajs-817	59	3	interpolation	interpolation	NOUN
iajs-817	59	4	processing	processing	NOUN
iajs-817	59	5	let	let	VERB
iajs-817	59	6	w(x	w(x	NOUN
iajs-817	59	7	,	,	PUNCT
iajs-817	59	8	y	y	PROPN
iajs-817	59	9	)	)	PUNCT
iajs-817	59	10	denote	denote	VERB
iajs-817	59	11	a	a	DET
iajs-817	59	12	sample	sample	NOUN
iajs-817	59	13	vector	vector	NOUN
iajs-817	59	14	of	of	ADP
iajs-817	59	15	all	all	DET
iajs-817	59	16	the	the	DET
iajs-817	59	17	pixels	pixel	NOUN
iajs-817	59	18	in	in	ADP
iajs-817	59	19	a	a	DET
iajs-817	59	20	filter	filter	NOUN
iajs-817	59	21	window	window	NOUN
iajs-817	59	22	including	include	VERB
iajs-817	59	23	the	the	DET
iajs-817	59	24	central	central	ADJ
iajs-817	59	25	pixel	pixel	PROPN
iajs-817	59	26	w(x	w(x	PROPN
iajs-817	59	27	,	,	PUNCT
iajs-817	59	28	y	y	NOUN
iajs-817	59	29	)	)	PUNCT
iajs-817	59	30	i.e.	i.e.	X
iajs-817	59	31	w(x	w(x	PROPN
iajs-817	59	32	,	,	PUNCT
iajs-817	59	33	y	y	NOUN
iajs-817	59	34	)	)	PUNCT
iajs-817	59	35	=	=	PUNCT
iajs-817	60	1	[	[	X
iajs-817	60	2	w1(x1,y1	w1(x1,y1	PROPN
iajs-817	60	3	)	)	PUNCT
iajs-817	60	4	,	,	PUNCT
iajs-817	60	5	w2(x2,y2),	w2(x2,y2),	PROPN
iajs-817	60	6	…	…	PUNCT
iajs-817	60	7	…	…	PUNCT
iajs-817	60	8	..	..	PUNCT
iajs-817	60	9	wn(xn	wn(xn	X
iajs-817	60	10	,	,	PUNCT
iajs-817	60	11	yn	yn	PROPN
iajs-817	60	12	)	)	PUNCT
iajs-817	60	13	]	]	PUNCT
iajs-817	60	14	t	t	PROPN
iajs-817	60	15	…	…	PUNCT
iajs-817	60	16	…	…	PUNCT
iajs-817	60	17	…	…	PUNCT
iajs-817	60	18	.	.	PUNCT
iajs-817	60	19	(	(	PUNCT
iajs-817	60	20	11	11	NUM
iajs-817	60	21	)	)	PUNCT
iajs-817	60	22	where	where	SCONJ
iajs-817	60	23	,	,	PUNCT
iajs-817	60	24	w1(x1,y1	w1(x1,y1	PROPN
iajs-817	60	25	)	)	PUNCT
iajs-817	60	26	is	be	AUX
iajs-817	60	27	the	the	DET
iajs-817	60	28	upper	upper	ADJ
iajs-817	60	29	left	left	ADJ
iajs-817	60	30	value	value	NOUN
iajs-817	60	31	in	in	ADP
iajs-817	60	32	the	the	DET
iajs-817	60	33	window	window	NOUN
iajs-817	60	34	,	,	PUNCT
iajs-817	60	35	wn(xn	wn(xn	PROPN
iajs-817	60	36	,	,	PUNCT
iajs-817	60	37	yn	yn	PROPN
iajs-817	60	38	)	)	PUNCT
iajs-817	60	39	is	be	AUX
iajs-817	60	40	the	the	DET
iajs-817	60	41	lower	low	ADJ
iajs-817	60	42	right	right	ADJ
iajs-817	60	43	value	value	NOUN
iajs-817	60	44	and	and	CCONJ
iajs-817	60	45	the	the	DET
iajs-817	60	46	pixels	pixel	NOUN
iajs-817	60	47	are	be	AUX
iajs-817	60	48	scanned	scan	VERB
iajs-817	60	49	from	from	ADP
iajs-817	60	50	left	leave	VERB
iajs-817	60	51	to	to	ADP
iajs-817	60	52	right	right	NOUN
iajs-817	60	53	and	and	CCONJ
iajs-817	60	54	top	top	VERB
iajs-817	60	55	to	to	AUX
iajs-817	60	56	bottom	bottom	NOUN
iajs-817	60	57	as	as	ADP
iajs-817	60	58	w1(x1,y1	w1(x1,y1	PROPN
iajs-817	60	59	)	)	PUNCT
iajs-817	60	60	,	,	PUNCT
iajs-817	60	61	w2(x2,y2),	w2(x2,y2),	PROPN
iajs-817	60	62	…	…	PUNCT
iajs-817	60	63	.wn(xn	.wn(xn	ADJ
iajs-817	60	64	,	,	PUNCT
iajs-817	60	65	yn	yn	PROPN
iajs-817	60	66	)	)	PUNCT
iajs-817	60	67	for	for	ADP
iajs-817	60	68	each	each	DET
iajs-817	60	69	raw	raw	NOUN
iajs-817	60	70	of	of	ADP
iajs-817	60	71	window	window	NOUN
iajs-817	60	72	.	.	PUNCT
iajs-817	61	1	when	when	SCONJ
iajs-817	61	2	applied	apply	VERB
iajs-817	61	3	the	the	DET
iajs-817	61	4	equation	equation	NOUN
iajs-817	61	5	of	of	ADP
iajs-817	61	6	the	the	DET
iajs-817	61	7	lagrange	lagrange	ADJ
iajs-817	61	8	polynomial	polynomial	ADJ
iajs-817	61	9	interpolation	interpolation	NOUN
iajs-817	61	10	(	(	PUNCT
iajs-817	61	11	eqn.9	eqn.9	X
iajs-817	61	12	)	)	PUNCT
iajs-817	61	13	gives	give	VERB
iajs-817	61	14	an	an	DET
iajs-817	61	15	estimated	estimate	VERB
iajs-817	61	16	center	center	NOUN
iajs-817	61	17	window	window	NOUN
iajs-817	61	18	pixel	pixel	NOUN
iajs-817	61	19	.	.	PUNCT
iajs-817	62	1	a	a	DET
iajs-817	62	2	new	new	ADJ
iajs-817	62	3	set	set	NOUN
iajs-817	62	4	of	of	ADP
iajs-817	62	5	pixels	pixel	NOUN
iajs-817	62	6	values	value	NOUN
iajs-817	62	7	are	be	AUX
iajs-817	62	8	generated	generate	VERB
iajs-817	62	9	due	due	ADJ
iajs-817	62	10	the	the	DET
iajs-817	62	11	lagrange	lagrange	PROPN
iajs-817	62	12	interpolation	interpolation	NOUN
iajs-817	62	13	calculation	calculation	NOUN
iajs-817	62	14	from	from	ADP
iajs-817	62	15	each	each	DET
iajs-817	62	16	filter	filter	NOUN
iajs-817	62	17	window	window	NOUN
iajs-817	62	18	applied	apply	VERB
iajs-817	62	19	to	to	ADP
iajs-817	62	20	whole	whole	ADJ
iajs-817	62	21	image	image	NOUN
iajs-817	62	22	.	.	PUNCT
iajs-817	63	1	c.	c.	NOUN
iajs-817	63	2	modifying	modify	VERB
iajs-817	63	3	the	the	DET
iajs-817	63	4	estimation	estimation	NOUN
iajs-817	63	5	window	window	NOUN
iajs-817	63	6	pixel	pixel	NOUN
iajs-817	63	7	by	by	ADP
iajs-817	63	8	fuzzy	fuzzy	ADJ
iajs-817	63	9	switching	switching	NOUN
iajs-817	63	10	for	for	ADP
iajs-817	63	11	the	the	DET
iajs-817	63	12	current	current	ADJ
iajs-817	63	13	pixel	pixel	NOUN
iajs-817	63	14	define	define	VERB
iajs-817	63	15	difference	difference	NOUN
iajs-817	63	16	d	d	PROPN
iajs-817	63	17	as	as	SCONJ
iajs-817	63	18	follows	follow	VERB
iajs-817	63	19	:	:	PUNCT
iajs-817	63	20	d(x	d(x	NOUN
iajs-817	63	21	)	)	PUNCT
iajs-817	64	1	=	=	PUNCT
iajs-817	65	1	min{w(x	min{w(x	PROPN
iajs-817	65	2	,	,	PUNCT
iajs-817	65	3	y)-t	y)-t	NOUN
iajs-817	65	4	,	,	PUNCT
iajs-817	65	5	l(x	l(x	PROPN
iajs-817	65	6	,	,	PUNCT
iajs-817	65	7	y	y	PROPN
iajs-817	65	8	)	)	PUNCT
iajs-817	65	9	}	}	PUNCT
iajs-817	65	10	…	…	PUNCT
iajs-817	65	11	(	(	PUNCT
iajs-817	65	12	12	12	NUM
iajs-817	65	13	)	)	PUNCT
iajs-817	65	14	where	where	SCONJ
iajs-817	65	15	,	,	PUNCT
iajs-817	65	16	i	i	PROPN
iajs-817	65	17	=	=	NOUN
iajs-817	65	18	1,2,	1,2,	NUM
iajs-817	65	19	..	..	PUNCT
iajs-817	65	20	or	or	CCONJ
iajs-817	65	21	n	n	PROPN
iajs-817	65	22	and	and	CCONJ
iajs-817	65	23	t	t	PROPN
iajs-817	65	24	is	be	AUX
iajs-817	65	25	the	the	DET
iajs-817	65	26	threshold	threshold	NOUN
iajs-817	65	27	represents	represent	VERB
iajs-817	65	28	the	the	DET
iajs-817	65	29	mean	mean	ADJ
iajs-817	65	30	value	value	NOUN
iajs-817	65	31	of	of	ADP
iajs-817	65	32	the	the	DET
iajs-817	65	33	whole	whole	ADJ
iajs-817	65	34	image	image	NOUN
iajs-817	65	35	pixels	pixel	VERB
iajs-817	65	36	.	.	PUNCT
iajs-817	66	1	the	the	DET
iajs-817	66	2	l(x	l(x	PROPN
iajs-817	66	3	,	,	PUNCT
iajs-817	66	4	y	y	PROPN
iajs-817	66	5	)	)	PUNCT
iajs-817	66	6	is	be	AUX
iajs-817	66	7	the	the	DET
iajs-817	66	8	pixel	pixel	PROPN
iajs-817	66	9	value	value	NOUN
iajs-817	66	10	calculate	calculate	NOUN
iajs-817	66	11	from	from	ADP
iajs-817	66	12	lagrange	lagrange	PROPN
iajs-817	66	13	polynomial	polynomial	ADJ
iajs-817	66	14	interpolation	interpolation	NOUN
iajs-817	66	15	and	and	CCONJ
iajs-817	66	16	w(x	w(x	PROPN
iajs-817	66	17	,	,	PUNCT
iajs-817	66	18	y	y	NOUN
iajs-817	66	19	)	)	PUNCT
iajs-817	66	20	is	be	AUX
iajs-817	66	21	original	original	ADJ
iajs-817	66	22	pixel	pixel	NOUN
iajs-817	66	23	.	.	PUNCT
iajs-817	67	1	if	if	SCONJ
iajs-817	67	2	μ[d(x	μ[d(x	NOUN
iajs-817	67	3	)	)	PUNCT
iajs-817	67	4	]	]	PUNCT
iajs-817	68	1	ε	ε	PROPN
iajs-817	69	1	[	[	X
iajs-817	69	2	0	0	NUM
iajs-817	69	3	,	,	PUNCT
iajs-817	69	4	1	1	NUM
iajs-817	69	5	]	]	PUNCT
iajs-817	69	6	is	be	AUX
iajs-817	69	7	the	the	DET
iajs-817	69	8	membership	membership	NOUN
iajs-817	69	9	function	function	NOUN
iajs-817	69	10	of	of	ADP
iajs-817	69	11	d(x	d(x	PROPN
iajs-817	69	12	)	)	PUNCT
iajs-817	69	13	that	that	PRON
iajs-817	69	14	indicates	indicate	VERB
iajs-817	69	15	how	how	SCONJ
iajs-817	69	16	much	much	ADJ
iajs-817	69	17	the	the	DET
iajs-817	69	18	pixel	pixel	PROPN
iajs-817	69	19	x	x	PUNCT
iajs-817	69	20	looks	look	VERB
iajs-817	69	21	like	like	ADP
iajs-817	69	22	a	a	DET
iajs-817	69	23	blur	blur	NOUN
iajs-817	69	24	,	,	PUNCT
iajs-817	69	25	then	then	ADV
iajs-817	69	26	the	the	DET
iajs-817	69	27	following	follow	VERB
iajs-817	69	28	fuzzy	fuzzy	ADJ
iajs-817	69	29	rules	rule	NOUN
iajs-817	69	30	will	will	AUX
iajs-817	69	31	give	give	VERB
iajs-817	69	32	:	:	PUNCT
iajs-817	69	33	[	[	X
iajs-817	69	34	rule	rule	NOUN
iajs-817	69	35	1	1	NUM
iajs-817	69	36	]	]	X
iajs-817	69	37	if	if	SCONJ
iajs-817	69	38	d(x	d(x	NOUN
iajs-817	69	39	)	)	PUNCT
iajs-817	69	40	is	be	AUX
iajs-817	69	41	large	large	ADJ
iajs-817	69	42	,	,	PUNCT
iajs-817	69	43	then	then	ADV
iajs-817	69	44	μ[d(x	μ[d(x	VERB
iajs-817	69	45	)	)	PUNCT
iajs-817	69	46	]	]	PUNCT
iajs-817	69	47	is	be	AUX
iajs-817	69	48	large	large	ADJ
iajs-817	69	49	.	.	PUNCT
iajs-817	70	1	…	…	PUNCT
iajs-817	70	2	(	(	PUNCT
iajs-817	70	3	13	13	NUM
iajs-817	70	4	)	)	PUNCT
iajs-817	71	1	[	[	X
iajs-817	71	2	rule	rule	NOUN
iajs-817	71	3	2	2	NUM
iajs-817	71	4	]	]	X
iajs-817	71	5	if	if	SCONJ
iajs-817	71	6	d(x	d(x	NOUN
iajs-817	71	7	)	)	PUNCT
iajs-817	71	8	is	be	AUX
iajs-817	71	9	small	small	ADJ
iajs-817	71	10	,	,	PUNCT
iajs-817	71	11	then	then	ADV
iajs-817	71	12	μ[d(x	μ[d(x	VERB
iajs-817	71	13	)	)	PUNCT
iajs-817	71	14	]	]	PUNCT
iajs-817	72	1	is	be	AUX
iajs-817	72	2	small	small	ADJ
iajs-817	72	3	.	.	PUNCT
iajs-817	73	1	…	…	PUNCT
iajs-817	73	2	(	(	PUNCT
iajs-817	73	3	14	14	NUM
iajs-817	73	4	)	)	PUNCT
iajs-817	73	5	with	with	ADP
iajs-817	73	6	these	these	DET
iajs-817	73	7	rules	rule	NOUN
iajs-817	73	8	we	we	PRON
iajs-817	73	9	have	have	AUX
iajs-817	73	10	used	use	VERB
iajs-817	73	11	the	the	DET
iajs-817	73	12	s	s	NOUN
iajs-817	73	13	-	-	NOUN
iajs-817	73	14	function	function	NOUN
iajs-817	73	15	in	in	ADP
iajs-817	73	16	matlab	matlab	PROPN
iajs-817	73	17	to	to	PART
iajs-817	73	18	describe	describe	VERB
iajs-817	73	19	the	the	DET
iajs-817	73	20	membership	membership	NOUN
iajs-817	73	21	function	function	NOUN
iajs-817	73	22	of	of	ADP
iajs-817	73	23	the	the	DET
iajs-817	73	24	impulse	impulse	ADJ
iajs-817	73	25	noise	noise	NOUN
iajs-817	73	26	corruption	corruption	NOUN
iajs-817	73	27	extent	extent	NOUN
iajs-817	73	28	of	of	ADP
iajs-817	73	29	the	the	DET
iajs-817	73	30	current	current	ADJ
iajs-817	73	31	pixel	pixel	NOUN
iajs-817	73	32	.	.	PUNCT
iajs-817	74	1	…	…	PUNCT
iajs-817	74	2	…	…	PUNCT
iajs-817	74	3	(	(	PUNCT
iajs-817	74	4	15	15	NUM
iajs-817	74	5	)	)	PUNCT
iajs-817	74	6	where	where	SCONJ
iajs-817	74	7	,	,	PUNCT
iajs-817	74	8	a	a	PRON
iajs-817	74	9	and	and	CCONJ
iajs-817	74	10	c	c	NOUN
iajs-817	74	11	are	be	AUX
iajs-817	74	12	predefined	predefine	VERB
iajs-817	74	13	thresholds	threshold	NOUN
iajs-817	74	14	such	such	ADJ
iajs-817	74	15	that	that	SCONJ
iajs-817	74	16	if	if	SCONJ
iajs-817	74	17	d(x	d(x	PROPN
iajs-817	74	18	)	)	PUNCT
iajs-817	74	19	is	be	AUX
iajs-817	74	20	less	less	ADJ
iajs-817	74	21	than	than	ADP
iajs-817	74	22	a	a	PRON
iajs-817	74	23	,	,	PUNCT
iajs-817	74	24	the	the	DET
iajs-817	74	25	pixel	pixel	NOUN
iajs-817	74	26	is	be	AUX
iajs-817	74	27	considered	consider	VERB
iajs-817	74	28	as	as	ADP
iajs-817	74	29	blur	blur	NOUN
iajs-817	74	30	free	free	ADJ
iajs-817	74	31	and	and	CCONJ
iajs-817	74	32	if	if	SCONJ
iajs-817	74	33	d(x	d(x	NOUN
iajs-817	74	34	)	)	PUNCT
iajs-817	74	35	is	be	AUX
iajs-817	74	36	greater	great	ADJ
iajs-817	74	37	than	than	SCONJ
iajs-817	74	38	b	b	PROPN
iajs-817	74	39	the	the	DET
iajs-817	74	40	pixel	pixel	NOUN
iajs-817	74	41	is	be	AUX
iajs-817	74	42	considered	consider	VERB
iajs-817	74	43	as	as	ADP
iajs-817	74	44	definitely	definitely	ADV
iajs-817	74	45	blur.here	blur.here	PROPN
iajs-817	74	46	b	b	SYM
iajs-817	74	47	=	=	PUNCT
iajs-817	74	48	(	(	PUNCT
iajs-817	74	49	a	a	PRON
iajs-817	74	50	+	+	NOUN
iajs-817	75	1	c	c	NOUN
iajs-817	75	2	)	)	PUNCT
iajs-817	75	3	/	/	SYM
iajs-817	75	4	2	2	X
iajs-817	75	5	.	.	PUNCT
iajs-817	76	1	the	the	DET
iajs-817	76	2	filter	filter	NOUN
iajs-817	76	3	based	base	VERB
iajs-817	76	4	on	on	ADP
iajs-817	76	5	the	the	DET
iajs-817	76	6	above	above	ADJ
iajs-817	76	7	fuzzy	fuzzy	ADJ
iajs-817	76	8	rules	rule	NOUN
iajs-817	76	9	generates	generate	VERB
iajs-817	76	10	the	the	DET
iajs-817	76	11	following	follow	VERB
iajs-817	76	12	output	output	NOUN
iajs-817	76	13	value	value	NOUN
iajs-817	76	14	:	:	PUNCT
iajs-817	76	15	y	y	PROPN
iajs-817	76	16	=	=	PUNCT
iajs-817	76	17	(	(	PUNCT
iajs-817	76	18	1	1	NUM
iajs-817	76	19	μ[d(x	μ[d(x	NOUN
iajs-817	76	20	)	)	PUNCT
iajs-817	76	21	]	]	PUNCT
iajs-817	76	22	)	)	PUNCT
iajs-817	77	1	*	*	PUNCT
iajs-817	77	2	x	x	PUNCT
iajs-817	78	1	+	+	ADJ
iajs-817	78	2	μ[d(x	μ[d(x	NOUN
iajs-817	78	3	)	)	PUNCT
iajs-817	78	4	]	]	PUNCT
iajs-817	79	1	*	*	PUNCT
iajs-817	79	2	d(x	d(x	PROPN
iajs-817	79	3	)	)	PUNCT
iajs-817	79	4	…	…	PUNCT
iajs-817	79	5	.(16	.(16	SYM
iajs-817	79	6	)	)	PUNCT
iajs-817	79	7	if	if	SCONJ
iajs-817	79	8	μ[d(x	μ[d(x	NOUN
iajs-817	79	9	)	)	PUNCT
iajs-817	79	10	]	]	PUNCT
iajs-817	80	1	=	=	PUNCT
iajs-817	80	2	0	0	PUNCT
iajs-817	81	1	then	then	ADV
iajs-817	81	2	,	,	PUNCT
iajs-817	81	3	y	y	PROPN
iajs-817	81	4	=	=	PUNCT
iajs-817	81	5	x	x	AUX
iajs-817	81	6	i.e.	i.e.	X
iajs-817	81	7	no	no	DET
iajs-817	81	8	deblur	deblur	NOUN
iajs-817	81	9	filtering	filtering	NOUN
iajs-817	81	10	is	be	AUX
iajs-817	81	11	required	require	VERB
iajs-817	81	12	and	and	CCONJ
iajs-817	81	13	the	the	DET
iajs-817	81	14	pixel	pixel	NOUN
iajs-817	81	15	remains	remain	VERB
iajs-817	81	16	unaltered	unaltered	ADJ
iajs-817	81	17	.	.	PUNCT
iajs-817	82	1	if	if	SCONJ
iajs-817	82	2	μ[d(x	μ[d(x	NOUN
iajs-817	82	3	)	)	PUNCT
iajs-817	82	4	]	]	PUNCT
iajs-817	83	1	=	=	PUNCT
iajs-817	83	2	1	1	NUM
iajs-817	83	3	then	then	ADV
iajs-817	83	4	,	,	PUNCT
iajs-817	83	5	y	y	PROPN
iajs-817	83	6	=	=	PUNCT
iajs-817	83	7	m	m	VERB
iajs-817	83	8	where	where	SCONJ
iajs-817	83	9	d(x	d(x	NOUN
iajs-817	83	10	)	)	PUNCT
iajs-817	83	11	represent	represent	VERB
iajs-817	83	12	the	the	DET
iajs-817	83	13	output	output	NOUN
iajs-817	83	14	of	of	ADP
iajs-817	83	15	the	the	DET
iajs-817	83	16	lagrange	lagrange	PROPN
iajs-817	83	17	calculation	calculation	NOUN
iajs-817	83	18	output	output	NOUN
iajs-817	83	19	filer	filer	NOUN
iajs-817	83	20	,	,	PUNCT
iajs-817	83	21	i.e.	i.e.	X
iajs-817	83	22	the	the	DET
iajs-817	83	23	pixel	pixel	NOUN
iajs-817	83	24	is	be	AUX
iajs-817	83	25	definitely	definitely	ADV
iajs-817	83	26	blurring	blur	VERB
iajs-817	83	27	and	and	CCONJ
iajs-817	83	28	it	it	PRON
iajs-817	83	29	is	be	AUX
iajs-817	83	30	replaced	replace	VERB
iajs-817	83	31	by	by	ADP
iajs-817	83	32	the	the	DET
iajs-817	83	33	estimated	estimate	VERB
iajs-817	83	34	pixelfrom	pixelfrom	ADP
iajs-817	83	35	the	the	DET
iajs-817	83	36	neighboring	neighboring	NOUN
iajs-817	83	37	values(d(x	values(d(x	NOUN
iajs-817	83	38	)	)	PUNCT
iajs-817	83	39	)	)	PUNCT
iajs-817	83	40	.	.	PUNCT
iajs-817	84	1	if	if	SCONJ
iajs-817	84	2	0	0	NUM
iajs-817	84	3	<	<	X
iajs-817	84	4	μ[d(x	μ[d(x	NOUN
iajs-817	84	5	)	)	PUNCT
iajs-817	84	6	]	]	PUNCT
iajs-817	84	7	<	<	X
iajs-817	84	8	1	1	NUM
iajs-817	84	9	then	then	ADV
iajs-817	84	10	,	,	PUNCT
iajs-817	84	11	the	the	DET
iajs-817	84	12	pixel	pixel	NOUN
iajs-817	84	13	is	be	AUX
iajs-817	84	14	somewhat	somewhat	ADV
iajs-817	84	15	low	low	ADJ
iajs-817	84	16	blurring	blurring	NOUN
iajs-817	84	17	and	and	CCONJ
iajs-817	84	18	the	the	DET
iajs-817	84	19	filter	filter	NOUN
iajs-817	84	20	will	will	AUX
iajs-817	84	21	output	output	VERB
iajs-817	84	22	the	the	DET
iajs-817	84	23	weighted	weighted	ADJ
iajs-817	84	24	average	average	NOUN
iajs-817	84	25	of	of	ADP
iajs-817	84	26	the	the	DET
iajs-817	84	27	input	input	NOUN
iajs-817	84	28	pixel	pixel	NOUN
iajs-817	84	29	and	and	CCONJ
iajs-817	84	30	the	the	DET
iajs-817	84	31	lagrange	lagrange	NOUN
iajs-817	84	32	estimated	estimate	VERB
iajs-817	84	33	value	value	NOUN
iajs-817	84	34	.	.	PUNCT
iajs-817	85	1	ibn	ibn	PROPN
iajs-817	85	2	alhaitham	alhaitham	PROPN
iajs-817	85	3	j.	j.	PROPN
iajs-817	85	4	for	for	ADP
iajs-817	85	5	pure	pure	ADJ
iajs-817	85	6	&	&	CCONJ
iajs-817	85	7	appl	appl	PROPN
iajs-817	85	8	.	.	PUNCT
iajs-817	86	1	sci	sci	PROPN
iajs-817	86	2	.	.	PUNCT
iajs-817	86	3	vol.24	vol.24	NOUN
iajs-817	86	4	(	(	PUNCT
iajs-817	86	5	1	1	NUM
iajs-817	86	6	)	)	PUNCT
iajs-817	86	7	2011	2011	NUM
iajs-817	86	8	the	the	DET
iajs-817	86	9	proposed	propose	VERB
iajs-817	86	10	image	image	NOUN
iajs-817	86	11	deblurring	deblurring	NOUN
iajs-817	86	12	system	system	NOUN
iajs-817	86	13	restoration	restoration	NOUN
iajs-817	86	14	or	or	CCONJ
iajs-817	86	15	deblurring	deblurre	VERB
iajs-817	86	16	average	average	ADJ
iajs-817	86	17	blur	blur	NOUN
iajs-817	86	18	from	from	ADP
iajs-817	86	19	images	image	NOUN
iajs-817	86	20	is	be	AUX
iajs-817	86	21	a	a	DET
iajs-817	86	22	very	very	ADV
iajs-817	86	23	difficult	difficult	ADJ
iajs-817	86	24	problem	problem	NOUN
iajs-817	86	25	to	to	PART
iajs-817	86	26	resolve	resolve	VERB
iajs-817	86	27	.	.	PUNCT
iajs-817	87	1	in	in	ADP
iajs-817	87	2	this	this	DET
iajs-817	87	3	research	research	NOUN
iajs-817	87	4	,	,	PUNCT
iajs-817	87	5	we	we	PRON
iajs-817	87	6	describe	describe	VERB
iajs-817	87	7	a	a	DET
iajs-817	87	8	strategy	strategy	NOUN
iajs-817	87	9	that	that	PRON
iajs-817	87	10	can	can	AUX
iajs-817	87	11	be	be	AUX
iajs-817	87	12	used	use	VERB
iajs-817	87	13	for	for	ADP
iajs-817	87	14	solving	solve	VERB
iajs-817	87	15	such	such	ADJ
iajs-817	87	16	problems	problem	NOUN
iajs-817	87	17	.	.	PUNCT
iajs-817	88	1	this	this	DET
iajs-817	88	2	strategy	strategy	NOUN
iajs-817	88	3	is	be	AUX
iajs-817	88	4	used	use	VERB
iajs-817	88	5	to	to	PART
iajs-817	88	6	design	design	VERB
iajs-817	88	7	a	a	DET
iajs-817	88	8	proposed	propose	VERB
iajs-817	88	9	filter	filter	NOUN
iajs-817	88	10	to	to	ADP
iajs-817	88	11	deblur	deblur	NOUN
iajs-817	88	12	image	image	NOUN
iajs-817	88	13	(	(	PUNCT
iajs-817	88	14	explained	explain	VERB
iajs-817	88	15	in	in	ADP
iajs-817	88	16	section	section	NOUN
iajs-817	88	17	5	5	NUM
iajs-817	88	18	)	)	PUNCT
iajs-817	88	19	.	.	PUNCT
iajs-817	89	1	the	the	DET
iajs-817	89	2	proposed	propose	VERB
iajs-817	89	3	filter	filter	NOUN
iajs-817	89	4	was	be	AUX
iajs-817	89	5	design	design	NOUN
iajs-817	89	6	using	use	VERB
iajs-817	89	7	the	the	DET
iajs-817	89	8	principles	principle	NOUN
iajs-817	89	9	and	and	CCONJ
iajs-817	89	10	theory	theory	NOUN
iajs-817	89	11	of	of	ADP
iajs-817	89	12	the	the	DET
iajs-817	89	13	lagrange	lagrange	ADJ
iajs-817	89	14	polynomial	polynomial	ADJ
iajs-817	89	15	interpolation	interpolation	NOUN
iajs-817	89	16	to	to	PART
iajs-817	89	17	estimate	estimate	VERB
iajs-817	89	18	the	the	DET
iajs-817	89	19	pixels	pixel	NOUN
iajs-817	89	20	values	value	NOUN
iajs-817	89	21	replaced	replace	VERB
iajs-817	89	22	in	in	ADP
iajs-817	89	23	the	the	DET
iajs-817	89	24	center	center	ADJ
iajs-817	89	25	window	window	NOUN
iajs-817	89	26	of	of	ADP
iajs-817	89	27	the	the	DET
iajs-817	89	28	filter	filter	NOUN
iajs-817	89	29	.	.	PUNCT
iajs-817	90	1	the	the	DET
iajs-817	90	2	effects	effect	NOUN
iajs-817	90	3	of	of	ADP
iajs-817	90	4	the	the	DET
iajs-817	90	5	neighborhoods	neighborhood	NOUN
iajs-817	90	6	window	window	NOUN
iajs-817	90	7	pixels	pixel	NOUN
iajs-817	90	8	on	on	ADP
iajs-817	90	9	the	the	DET
iajs-817	90	10	center	center	ADJ
iajs-817	90	11	pixel	pixel	NOUN
iajs-817	90	12	will	will	AUX
iajs-817	90	13	calculate	calculate	VERB
iajs-817	90	14	by	by	ADP
iajs-817	90	15	lagrange	lagrange	NOUN
iajs-817	90	16	calculations	calculation	NOUN
iajs-817	90	17	.	.	PUNCT
iajs-817	91	1	the	the	DET
iajs-817	91	2	replacing	replace	VERB
iajs-817	91	3	operation	operation	NOUN
iajs-817	91	4	will	will	AUX
iajs-817	91	5	control	control	VERB
iajs-817	91	6	by	by	ADP
iajs-817	91	7	adaptation	adaptation	NOUN
iajs-817	91	8	technique	technique	NOUN
iajs-817	91	9	like	like	ADP
iajs-817	91	10	fuzzy	fuzzy	ADJ
iajs-817	91	11	technique	technique	NOUN
iajs-817	91	12	.	.	PUNCT
iajs-817	92	1	the	the	DET
iajs-817	92	2	fuzzy	fuzzy	ADJ
iajs-817	92	3	rules	rule	NOUN
iajs-817	92	4	were	be	AUX
iajs-817	92	5	used	use	VERB
iajs-817	92	6	to	to	PART
iajs-817	92	7	adjust	adjust	VERB
iajs-817	92	8	the	the	DET
iajs-817	92	9	replacing	replace	VERB
iajs-817	92	10	operation	operation	NOUN
iajs-817	92	11	or	or	CCONJ
iajs-817	92	12	adjust	adjust	VERB
iajs-817	92	13	the	the	DET
iajs-817	92	14	pixels	pixel	NOUN
iajs-817	92	15	value	value	NOUN
iajs-817	92	16	to	to	PART
iajs-817	92	17	get	get	VERB
iajs-817	92	18	the	the	DET
iajs-817	92	19	adaptive	adaptive	ADJ
iajs-817	92	20	sharping	sharping	NOUN
iajs-817	92	21	operation	operation	NOUN
iajs-817	92	22	.	.	PUNCT
iajs-817	93	1	the	the	DET
iajs-817	93	2	fuzzy	fuzzy	ADJ
iajs-817	93	3	rules	rule	NOUN
iajs-817	93	4	were	be	AUX
iajs-817	93	5	used	use	VERB
iajs-817	93	6	to	to	PART
iajs-817	93	7	determine	determine	VERB
iajs-817	93	8	the	the	DET
iajs-817	93	9	pixel	pixel	PROPN
iajs-817	93	10	status	status	NOUN
iajs-817	93	11	(	(	PUNCT
iajs-817	93	12	blur	blur	PROPN
iajs-817	93	13	,	,	PUNCT
iajs-817	93	14	less	less	ADV
iajs-817	93	15	blur	blur	PROPN
iajs-817	93	16	,	,	PUNCT
iajs-817	93	17	no	no	DET
iajs-817	93	18	blur	blur	NOUN
iajs-817	93	19	)	)	PUNCT
iajs-817	93	20	and	and	CCONJ
iajs-817	93	21	choice	choice	NOUN
iajs-817	93	22	of	of	ADP
iajs-817	93	23	the	the	DET
iajs-817	93	24	operation	operation	NOUN
iajs-817	93	25	for	for	ADP
iajs-817	93	26	each	each	DET
iajs-817	93	27	case	case	NOUN
iajs-817	93	28	.	.	PUNCT
iajs-817	94	1	this	this	DET
iajs-817	94	2	filter	filter	NOUN
iajs-817	94	3	will	will	AUX
iajs-817	94	4	be	be	AUX
iajs-817	94	5	applied	apply	VERB
iajs-817	94	6	to	to	ADP
iajs-817	94	7	the	the	DET
iajs-817	94	8	image	image	NOUN
iajs-817	94	9	resulted	result	VERB
iajs-817	94	10	from	from	ADP
iajs-817	94	11	the	the	DET
iajs-817	94	12	wavelet	wavelet	NOUN
iajs-817	94	13	transform	transform	NOUN
iajs-817	94	14	(	(	PUNCT
iajs-817	94	15	decomposed	decomposed	NOUN
iajs-817	94	16	images	image	NOUN
iajs-817	94	17	)	)	PUNCT
iajs-817	94	18	in	in	ADP
iajs-817	94	19	order	order	NOUN
iajs-817	94	20	to	to	PART
iajs-817	94	21	replace	replace	VERB
iajs-817	94	22	the	the	DET
iajs-817	94	23	wavelet	wavelet	NOUN
iajs-817	94	24	deblurring	deblurring	NOUN
iajs-817	94	25	threshold	threshold	NOUN
iajs-817	94	26	with	with	ADP
iajs-817	94	27	this	this	DET
iajs-817	94	28	adaption	adaption	NOUN
iajs-817	94	29	wavelet	wavelet	NOUN
iajs-817	94	30	lagrange	lagrange	PROPN
iajs-817	94	31	fuzzy	fuzzy	NOUN
iajs-817	95	1	calculation.in	calculation.in	X
iajs-817	96	1	this	this	DET
iajs-817	96	2	proposed	propose	VERB
iajs-817	96	3	system	system	NOUN
iajs-817	97	1	,	,	PUNCT
iajs-817	97	2	the	the	DET
iajs-817	97	3	wavelet	wavelet	NOUN
iajs-817	97	4	transform	transform	NOUN
iajs-817	97	5	used	use	VERB
iajs-817	97	6	is	be	AUX
iajs-817	97	7	the	the	DET
iajs-817	97	8	daubechies	daubechie	NOUN
iajs-817	97	9	4d	4d	NUM
iajs-817	97	10	basis	basis	NOUN
iajs-817	97	11	wavelet	wavelet	NOUN
iajs-817	97	12	functions	function	NOUN
iajs-817	97	13	is	be	AUX
iajs-817	97	14	applied	apply	VERB
iajs-817	97	15	on	on	ADP
iajs-817	97	16	the	the	DET
iajs-817	97	17	loaded	load	VERB
iajs-817	97	18	image	image	NOUN
iajs-817	97	19	.	.	PUNCT
iajs-817	98	1	after	after	ADP
iajs-817	98	2	decomposing	decompose	VERB
iajs-817	98	3	operation	operation	NOUN
iajs-817	98	4	completed	complete	VERB
iajs-817	98	5	,	,	PUNCT
iajs-817	98	6	the	the	DET
iajs-817	98	7	mean	mean	ADJ
iajs-817	98	8	value	value	NOUN
iajs-817	98	9	of	of	ADP
iajs-817	98	10	each	each	DET
iajs-817	98	11	subbands	subband	NOUN
iajs-817	98	12	image	image	NOUN
iajs-817	98	13	regions	region	NOUN
iajs-817	98	14	will	will	AUX
iajs-817	98	15	calculate	calculate	VERB
iajs-817	98	16	to	to	PART
iajs-817	98	17	use	use	VERB
iajs-817	98	18	as	as	ADP
iajs-817	98	19	threshold	threshold	NOUN
iajs-817	98	20	(	(	PUNCT
iajs-817	98	21	t	t	PROPN
iajs-817	98	22	in	in	ADP
iajs-817	98	23	eqn.12	eqn.12	NOUN
iajs-817	98	24	)	)	PUNCT
iajs-817	98	25	.	.	PUNCT
iajs-817	99	1	the	the	DET
iajs-817	99	2	rmse	rmse	NOUN
iajs-817	99	3	(	(	PUNCT
iajs-817	99	4	root	root	VERB
iajs-817	99	5	main	main	ADJ
iajs-817	99	6	square	square	NOUN
iajs-817	99	7	error	error	NOUN
iajs-817	99	8	)	)	PUNCT
iajs-817	99	9	was	be	AUX
iajs-817	99	10	achieved	achieve	VERB
iajs-817	99	11	to	to	PART
iajs-817	99	12	show	show	VERB
iajs-817	99	13	the	the	DET
iajs-817	99	14	deblurring	deblurring	NOUN
iajs-817	99	15	(	(	PUNCT
iajs-817	99	16	sharping	sharping	NOUN
iajs-817	99	17	)	)	PUNCT
iajs-817	99	18	operation	operation	NOUN
iajs-817	99	19	effect	effect	NOUN
iajs-817	99	20	on	on	ADP
iajs-817	99	21	the	the	DET
iajs-817	99	22	images	image	NOUN
iajs-817	99	23	.	.	PUNCT
iajs-817	100	1	the	the	DET
iajs-817	100	2	main	main	ADJ
iajs-817	100	3	proposed	propose	VERB
iajs-817	100	4	system	system	NOUN
iajs-817	100	5	steps	step	NOUN
iajs-817	100	6	are	be	AUX
iajs-817	100	7	as	as	SCONJ
iajs-817	100	8	follows	follow	VERB
iajs-817	100	9	:	:	PUNCT
iajs-817	100	10	applying	apply	VERB
iajs-817	100	11	wavelet	wavelet	NOUN
iajs-817	100	12	transform	transform	NOUN
iajs-817	100	13	on	on	ADP
iajs-817	100	14	the	the	DET
iajs-817	100	15	loaded	load	VERB
iajs-817	100	16	image	image	NOUN
iajs-817	100	17	using	use	VERB
iajs-817	100	18	daubechies	daubechie	NOUN
iajs-817	100	19	4d	4d	NUM
iajs-817	100	20	basis	basis	NOUN
iajs-817	100	21	function	function	NOUN
iajs-817	100	22	.	.	PUNCT
iajs-817	101	1	then	then	ADV
iajs-817	101	2	,	,	PUNCT
iajs-817	101	3	a	a	DET
iajs-817	101	4	window	window	NOUN
iajs-817	101	5	of	of	ADP
iajs-817	101	6	7x7	7x7	NUM
iajs-817	101	7	coefficients	coefficient	NOUN
iajs-817	101	8	blocks	block	NOUN
iajs-817	101	9	for	for	ADP
iajs-817	101	10	each	each	DET
iajs-817	101	11	sub	sub	NOUN
iajs-817	101	12	bands	band	NOUN
iajs-817	101	13	was	be	AUX
iajs-817	101	14	used	use	VERB
iajs-817	101	15	.	.	PUNCT
iajs-817	102	1	applying	apply	VERB
iajs-817	102	2	adaptive	adaptive	ADJ
iajs-817	102	3	wavelet	wavelet	NOUN
iajs-817	102	4	lagrange	lagrange	NOUN
iajs-817	102	5	-	-	PUNCT
iajs-817	102	6	fuzzy	fuzzy	ADJ
iajs-817	102	7	filter	filter	NOUN
iajs-817	102	8	on	on	ADP
iajs-817	102	9	the	the	DET
iajs-817	102	10	decomposed	decompose	VERB
iajs-817	102	11	image	image	NOUN
iajs-817	102	12	.	.	PUNCT
iajs-817	103	1	recomposed	recompose	VERB
iajs-817	103	2	the	the	DET
iajs-817	103	3	deblurred	deblurred	ADJ
iajs-817	103	4	image	image	NOUN
iajs-817	103	5	subbands	subband	NOUN
iajs-817	103	6	.	.	PUNCT
iajs-817	104	1	calculate	calculate	NOUN
iajs-817	104	2	rms	rm	NOUN
iajs-817	104	3	figure	figure	NOUN
iajs-817	104	4	2	2	NUM
iajs-817	104	5	shows	show	VERB
iajs-817	104	6	the	the	DET
iajs-817	104	7	block	block	NOUN
iajs-817	104	8	diagram	diagram	NOUN
iajs-817	104	9	of	of	ADP
iajs-817	104	10	the	the	DET
iajs-817	104	11	proposed	propose	VERB
iajs-817	104	12	system	system	NOUN
iajs-817	104	13	block	block	NOUN
iajs-817	104	14	:	:	PUNCT
iajs-817	104	15	in	in	ADP
iajs-817	104	16	this	this	DET
iajs-817	104	17	proposed	propose	VERB
iajs-817	104	18	system	system	NOUN
iajs-817	104	19	,	,	PUNCT
iajs-817	104	20	the	the	DET
iajs-817	104	21	daubechies	daubechie	NOUN
iajs-817	104	22	4d	4d	NOUN
iajs-817	104	23	basis	basis	NOUN
iajs-817	104	24	filter	filter	NOUN
iajs-817	104	25	was	be	AUX
iajs-817	104	26	used	use	VERB
iajs-817	104	27	to	to	PART
iajs-817	104	28	decompose	decompose	VERB
iajs-817	104	29	loaded	load	VERB
iajs-817	104	30	image	image	NOUN
iajs-817	104	31	into	into	ADP
iajs-817	104	32	2	2	NUM
iajs-817	104	33	level	level	NOUN
iajs-817	104	34	using	use	VERB
iajs-817	104	35	the	the	DET
iajs-817	104	36	daubechies	daubechie	NOUN
iajs-817	104	37	4d	4d	NOUN
iajs-817	104	38	scaling	scaling	NOUN
iajs-817	104	39	and	and	CCONJ
iajs-817	104	40	wavelet	wavelet	NOUN
iajs-817	104	41	functions	function	NOUN
iajs-817	104	42	are	be	AUX
iajs-817	104	43	as	as	SCONJ
iajs-817	104	44	shown	show	VERB
iajs-817	104	45	in	in	ADP
iajs-817	104	46	equations	equation	NOUN
iajs-817	104	47	(	(	PUNCT
iajs-817	104	48	17,18	17,18	NUM
iajs-817	104	49	)	)	PUNCT
iajs-817	105	1	[	[	X
iajs-817	105	2	9	9	NUM
iajs-817	105	3	]	]	PUNCT
iajs-817	105	4	.	.	PUNCT
iajs-817	106	1	figure	figure	NOUN
iajs-817	106	2	(	(	PUNCT
iajs-817	106	3	3	3	X
iajs-817	106	4	)	)	PUNCT
iajs-817	106	5	shows	show	VERB
iajs-817	106	6	some	some	DET
iajs-817	106	7	results	result	NOUN
iajs-817	106	8	of	of	ADP
iajs-817	106	9	the	the	DET
iajs-817	106	10	2	2	NUM
iajs-817	106	11	-	-	PUNCT
iajs-817	106	12	level	level	NOUN
iajs-817	106	13	decomposed	decompose	VERB
iajs-817	106	14	image	image	NOUN
iajs-817	106	15	.	.	PUNCT
iajs-817	107	1	…	…	PUNCT
iajs-817	107	2	..	..	PUNCT
iajs-817	107	3	(	(	PUNCT
iajs-817	107	4	17	17	NUM
iajs-817	107	5	)	)	PUNCT
iajs-817	107	6	…	…	PUNCT
iajs-817	107	7	..	..	PUNCT
iajs-817	107	8	(	(	PUNCT
iajs-817	107	9	18	18	NUM
iajs-817	107	10	)	)	PUNCT
iajs-817	107	11	rmse	rmse	NOUN
iajs-817	107	12	calculation	calculation	NOUN
iajs-817	107	13	while	while	SCONJ
iajs-817	107	14	the	the	DET
iajs-817	107	15	rmse	rmse	NOUN
iajs-817	107	16	can	can	AUX
iajs-817	107	17	calculate	calculate	VERB
iajs-817	107	18	from	from	ADP
iajs-817	107	19	:	:	PUNCT
iajs-817	107	20	…	…	PUNCT
iajs-817	107	21	..	..	PUNCT
iajs-817	107	22	(	(	PUNCT
iajs-817	107	23	19	19	NUM
iajs-817	107	24	)	)	PUNCT
iajs-817	107	25	where	where	SCONJ
iajs-817	107	26	,	,	PUNCT
iajs-817	107	27	i	i	PRON
iajs-817	107	28	represent	represent	VERB
iajs-817	107	29	the	the	DET
iajs-817	107	30	blurred	blurred	ADJ
iajs-817	107	31	and	and	CCONJ
iajs-817	107	32	deblurred	deblurred	ADJ
iajs-817	107	33	images	image	NOUN
iajs-817	107	34	,	,	PUNCT
iajs-817	107	35	respectively	respectively	ADV
iajs-817	107	36	.	.	PUNCT
iajs-817	108	1	ibn	ibn	PROPN
iajs-817	108	2	alhaitham	alhaitham	PROPN
iajs-817	108	3	j.	j.	PROPN
iajs-817	108	4	for	for	ADP
iajs-817	108	5	pure	pure	ADJ
iajs-817	108	6	&	&	CCONJ
iajs-817	108	7	appl	appl	PROPN
iajs-817	108	8	.	.	PUNCT
iajs-817	109	1	sci	sci	PROPN
iajs-817	109	2	.	.	PUNCT
iajs-817	109	3	vol.24	vol.24	NOUN
iajs-817	109	4	(	(	PUNCT
iajs-817	109	5	1	1	NUM
iajs-817	109	6	)	)	PUNCT
iajs-817	109	7	2011	2011	NUM
iajs-817	109	8	experimental	experimental	ADJ
iajs-817	109	9	results	result	NOUN
iajs-817	109	10	&	&	CCONJ
iajs-817	109	11	discussions	discussion	NOUN
iajs-817	109	12	many	many	ADJ
iajs-817	109	13	samples	sample	NOUN
iajs-817	109	14	were	be	AUX
iajs-817	109	15	used	use	VERB
iajs-817	109	16	to	to	PART
iajs-817	109	17	test	test	VERB
iajs-817	109	18	the	the	DET
iajs-817	109	19	proposed	propose	VERB
iajs-817	109	20	system	system	NOUN
iajs-817	109	21	with	with	ADP
iajs-817	109	22	a	a	DET
iajs-817	109	23	different	different	ADJ
iajs-817	109	24	blurred	blurred	ADJ
iajs-817	109	25	regions	region	NOUN
iajs-817	109	26	ratio	ratio	NOUN
iajs-817	109	27	(	(	PUNCT
iajs-817	109	28	but	but	CCONJ
iajs-817	109	29	only	only	ADV
iajs-817	109	30	six	six	NUM
iajs-817	109	31	samples	sample	NOUN
iajs-817	109	32	were	be	AUX
iajs-817	109	33	taken	take	VERB
iajs-817	109	34	to	to	PART
iajs-817	109	35	show	show	VERB
iajs-817	109	36	the	the	DET
iajs-817	109	37	proposed	propose	VERB
iajs-817	109	38	system	system	NOUN
iajs-817	109	39	works	work	VERB
iajs-817	109	40	and	and	CCONJ
iajs-817	109	41	results	result	NOUN
iajs-817	109	42	due	due	ADP
iajs-817	109	43	to	to	ADP
iajs-817	109	44	similarity	similarity	NOUN
iajs-817	109	45	in	in	ADP
iajs-817	109	46	results	result	NOUN
iajs-817	109	47	)	)	PUNCT
iajs-817	109	48	.	.	PUNCT
iajs-817	110	1	some	some	DET
iajs-817	110	2	samples	sample	NOUN
iajs-817	110	3	like	like	ADP
iajs-817	110	4	s1	s1	NOUN
iajs-817	110	5	,	,	PUNCT
iajs-817	110	6	s3	s3	PROPN
iajs-817	110	7	and	and	CCONJ
iajs-817	110	8	s5	s5	PROPN
iajs-817	110	9	have	have	VERB
iajs-817	110	10	full	full	ADJ
iajs-817	110	11	blur	blur	NOUN
iajs-817	110	12	image	image	NOUN
iajs-817	110	13	with	with	ADP
iajs-817	110	14	a	a	DET
iajs-817	110	15	different	different	ADJ
iajs-817	110	16	blur	blur	NOUN
iajs-817	110	17	ratio	ratio	NOUN
iajs-817	110	18	,	,	PUNCT
iajs-817	110	19	while	while	SCONJ
iajs-817	110	20	other	other	ADJ
iajs-817	110	21	s2	s2	PROPN
iajs-817	110	22	,	,	PUNCT
iajs-817	110	23	s4	s4	PROPN
iajs-817	110	24	,	,	PUNCT
iajs-817	110	25	and	and	CCONJ
iajs-817	110	26	s6	s6	PROPN
iajs-817	110	27	have	have	VERB
iajs-817	110	28	partial	partial	ADJ
iajs-817	110	29	blurred	blur	VERB
iajs-817	110	30	image	image	NOUN
iajs-817	110	31	region	region	NOUN
iajs-817	110	32	with	with	ADP
iajs-817	110	33	a	a	DET
iajs-817	110	34	different	different	ADJ
iajs-817	110	35	blur	blur	NOUN
iajs-817	110	36	ratio	ratio	NOUN
iajs-817	110	37	.	.	PUNCT
iajs-817	111	1	the	the	DET
iajs-817	111	2	proposed	propose	VERB
iajs-817	111	3	filter	filter	NOUN
iajs-817	111	4	(	(	PUNCT
iajs-817	111	5	adaptive	adaptive	ADJ
iajs-817	111	6	wavelet	wavelet	NOUN
iajs-817	111	7	lagrange	lagrange	PROPN
iajs-817	111	8	fuzzy	fuzzy	ADJ
iajs-817	111	9	filter	filter	NOUN
iajs-817	111	10	)	)	PUNCT
iajs-817	111	11	gives	give	VERB
iajs-817	111	12	good	good	ADJ
iajs-817	111	13	results	result	NOUN
iajs-817	111	14	in	in	ADP
iajs-817	111	15	removing	remove	VERB
iajs-817	111	16	the	the	DET
iajs-817	111	17	fully	fully	ADV
iajs-817	111	18	/	/	SYM
iajs-817	111	19	partially	partially	ADV
iajs-817	111	20	blurring	blur	VERB
iajs-817	111	21	from	from	ADP
iajs-817	111	22	images	image	NOUN
iajs-817	111	23	with	with	ADP
iajs-817	111	24	a	a	DET
iajs-817	111	25	best	good	ADJ
iajs-817	111	26	rmse	rmse	ADJ
iajs-817	111	27	values	value	NOUN
iajs-817	111	28	.	.	PUNCT
iajs-817	112	1	fig(4	fig(4	PROPN
iajs-817	112	2	)	)	PUNCT
iajs-817	112	3	shows	show	VERB
iajs-817	112	4	three	three	NUM
iajs-817	112	5	test	test	NOUN
iajs-817	112	6	samples	sample	NOUN
iajs-817	112	7	with	with	ADP
iajs-817	112	8	results	result	NOUN
iajs-817	112	9	from	from	ADP
iajs-817	112	10	applied	apply	VERB
iajs-817	112	11	proposed	propose	VERB
iajs-817	112	12	system	system	NOUN
iajs-817	112	13	.	.	PUNCT
iajs-817	113	1	the	the	DET
iajs-817	113	2	rmse	rmse	NOUN
iajs-817	113	3	of	of	ADP
iajs-817	113	4	the	the	DET
iajs-817	113	5	different	different	ADJ
iajs-817	113	6	samples	sample	NOUN
iajs-817	113	7	deblurring	deblurre	VERB
iajs-817	113	8	by	by	ADP
iajs-817	113	9	wavelet	wavelet	NOUN
iajs-817	113	10	lagrange	lagrange	PROPN
iajs-817	113	11	fuzzy	fuzzy	ADJ
iajs-817	113	12	filter	filter	NOUN
iajs-817	113	13	is	be	AUX
iajs-817	113	14	compared	compare	VERB
iajs-817	113	15	in	in	ADP
iajs-817	113	16	table	table	NOUN
iajs-817	113	17	1	1	NUM
iajs-817	113	18	.	.	PUNCT
iajs-817	114	1	conclusions	conclusion	NOUN
iajs-817	114	2	the	the	DET
iajs-817	114	3	deblur	deblur	PROPN
iajs-817	114	4	-	-	PUNCT
iajs-817	114	5	spatial	spatial	ADJ
iajs-817	114	6	relation	relation	NOUN
iajs-817	114	7	can	can	AUX
iajs-817	114	8	be	be	AUX
iajs-817	114	9	used	use	VERB
iajs-817	114	10	to	to	PART
iajs-817	114	11	constrain	constrain	VERB
iajs-817	114	12	interpolation	interpolation	NOUN
iajs-817	114	13	and	and	CCONJ
iajs-817	114	14	extrapolation	extrapolation	NOUN
iajs-817	114	15	in	in	ADP
iajs-817	114	16	the	the	DET
iajs-817	114	17	deblur	deblur	NOUN
iajs-817	114	18	domain	domain	NOUN
iajs-817	114	19	.	.	PUNCT
iajs-817	115	1	the	the	DET
iajs-817	115	2	method	method	NOUN
iajs-817	115	3	of	of	ADP
iajs-817	115	4	polynomial	polynomial	ADJ
iajs-817	115	5	interpolation	interpolation	NOUN
iajs-817	115	6	gives	give	VERB
iajs-817	115	7	a	a	DET
iajs-817	115	8	polynomial	polynomial	NOUN
iajs-817	115	9	in	in	ADP
iajs-817	115	10	the	the	DET
iajs-817	115	11	deblur	deblur	NOUN
iajs-817	115	12	domain	domain	NOUN
iajs-817	115	13	which	which	PRON
iajs-817	115	14	can	can	AUX
iajs-817	115	15	be	be	AUX
iajs-817	115	16	used	use	VERB
iajs-817	115	17	for	for	ADP
iajs-817	115	18	deblurring	deblurre	VERB
iajs-817	115	19	images	image	NOUN
iajs-817	115	20	with	with	ADP
iajs-817	115	21	sloped	slope	VERB
iajs-817	115	22	regions	region	NOUN
iajs-817	115	23	.	.	PUNCT
iajs-817	116	1	in	in	ADP
iajs-817	116	2	this	this	DET
iajs-817	116	3	research	research	NOUN
iajs-817	116	4	,	,	PUNCT
iajs-817	116	5	a	a	DET
iajs-817	116	6	lagrange	lagrange	NOUN
iajs-817	116	7	interpolation	interpolation	NOUN
iajs-817	116	8	calculation	calculation	NOUN
iajs-817	116	9	was	be	AUX
iajs-817	116	10	used	use	VERB
iajs-817	116	11	with	with	ADP
iajs-817	116	12	a	a	DET
iajs-817	116	13	wavelet	wavelet	NOUN
iajs-817	116	14	transform	transform	NOUN
iajs-817	116	15	and	and	CCONJ
iajs-817	116	16	fuzzy	fuzzy	ADJ
iajs-817	116	17	technique	technique	NOUN
iajs-817	116	18	to	to	ADP
iajs-817	116	19	deblurring	deblurre	VERB
iajs-817	116	20	images	image	NOUN
iajs-817	116	21	with	with	ADP
iajs-817	116	22	a	a	DET
iajs-817	116	23	full	full	ADJ
iajs-817	116	24	blurring	blurring	NOUN
iajs-817	116	25	or	or	CCONJ
iajs-817	116	26	partial	partial	ADJ
iajs-817	116	27	blurring	blurring	NOUN
iajs-817	116	28	.	.	PUNCT
iajs-817	117	1	from	from	ADP
iajs-817	117	2	the	the	DET
iajs-817	117	3	proposed	propose	VERB
iajs-817	117	4	system	system	NOUN
iajs-817	117	5	results	result	NOUN
iajs-817	117	6	,	,	PUNCT
iajs-817	117	7	the	the	DET
iajs-817	117	8	size	size	NOUN
iajs-817	117	9	of	of	ADP
iajs-817	117	10	the	the	DET
iajs-817	117	11	image	image	NOUN
iajs-817	117	12	stills	still	VERB
iajs-817	117	13	the	the	DET
iajs-817	117	14	same	same	ADJ
iajs-817	117	15	size	size	NOUN
iajs-817	117	16	without	without	ADP
iajs-817	117	17	effects	effect	NOUN
iajs-817	117	18	.	.	PUNCT
iajs-817	118	1	the	the	DET
iajs-817	118	2	changes	change	NOUN
iajs-817	118	3	are	be	AUX
iajs-817	118	4	only	only	ADV
iajs-817	118	5	in	in	ADP
iajs-817	118	6	the	the	DET
iajs-817	118	7	pixels	pixel	NOUN
iajs-817	118	8	values	value	NOUN
iajs-817	118	9	by	by	ADP
iajs-817	118	10	replacing	replace	VERB
iajs-817	118	11	the	the	DET
iajs-817	118	12	blurred	blurred	ADJ
iajs-817	118	13	pixels	pixel	NOUN
iajs-817	118	14	depend	depend	VERB
iajs-817	118	15	on	on	ADP
iajs-817	118	16	the	the	DET
iajs-817	118	17	fuzzy	fuzzy	ADJ
iajs-817	118	18	operation	operation	NOUN
iajs-817	118	19	decisions	decision	NOUN
iajs-817	118	20	by	by	ADP
iajs-817	118	21	the	the	DET
iajs-817	118	22	results	result	NOUN
iajs-817	118	23	of	of	ADP
iajs-817	118	24	the	the	DET
iajs-817	118	25	lagrange	lagrange	PROPN
iajs-817	118	26	calculations	calculation	NOUN
iajs-817	118	27	to	to	PART
iajs-817	118	28	make	make	VERB
iajs-817	118	29	the	the	DET
iajs-817	118	30	details	detail	NOUN
iajs-817	118	31	and	and	CCONJ
iajs-817	118	32	edges	edge	NOUN
iajs-817	118	33	appearance	appearance	NOUN
iajs-817	118	34	more	more	ADV
iajs-817	118	35	clear	clear	ADJ
iajs-817	118	36	.	.	PUNCT
iajs-817	119	1	also	also	ADV
iajs-817	119	2	,	,	PUNCT
iajs-817	119	3	fuzzy	fuzzy	ADJ
iajs-817	119	4	rules	rule	NOUN
iajs-817	119	5	have	have	VERB
iajs-817	119	6	more	more	ADJ
iajs-817	119	7	effect	effect	NOUN
iajs-817	119	8	in	in	ADP
iajs-817	119	9	the	the	DET
iajs-817	119	10	partial	partial	ADJ
iajs-817	119	11	blurred	blurred	ADJ
iajs-817	119	12	image	image	NOUN
iajs-817	119	13	with	with	ADP
iajs-817	119	14	good	good	ADJ
iajs-817	119	15	rmse	rmse	NOUN
iajs-817	119	16	values	value	NOUN
iajs-817	119	17	.	.	PUNCT
iajs-817	120	1	references	reference	NOUN
iajs-817	120	2	1	1	NUM
iajs-817	120	3	.	.	PUNCT
iajs-817	120	4	andr´ejalobeanu	andr´ejalobeanu	PROPN
iajs-817	120	5	,	,	PUNCT
iajs-817	120	6	laure	laure	PROPN
iajs-817	120	7	blanc	blanc	PROPN
iajs-817	120	8	-	-	PUNCT
iajs-817	120	9	f´eraud	f´eraud	NOUN
iajs-817	120	10	,	,	PUNCT
iajs-817	120	11	and	and	CCONJ
iajs-817	120	12	josianezerubia	josianezerubia	PROPN
iajs-817	120	13	,	,	PUNCT
iajs-817	120	14	february	february	PROPN
iajs-817	120	15	(	(	PUNCT
iajs-817	120	16	2003	2003	NUM
iajs-817	120	17	)	)	PUNCT
iajs-817	120	18	,	,	PUNCT
iajs-817	120	19	satellite	satellite	NOUN
iajs-817	120	20	image	image	NOUN
iajs-817	120	21	deblurring	deblurring	NOUN
iajs-817	120	22	using	use	VERB
iajs-817	120	23	complex	complex	ADJ
iajs-817	120	24	wavelet	wavelet	NOUN
iajs-817	120	25	packets	packet	NOUN
iajs-817	120	26	"	"	PUNCT
iajs-817	120	27	,	,	PUNCT
iajs-817	120	28	international	international	ADJ
iajs-817	120	29	journal	journal	NOUN
iajs-817	120	30	of	of	ADP
iajs-817	120	31	computer	computer	NOUN
iajs-817	120	32	vision	vision	NOUN
iajs-817	120	33	51	51	NUM
iajs-817	120	34	(	(	PUNCT
iajs-817	120	35	3	3	NUM
iajs-817	120	36	):	):	PUNCT
iajs-817	120	37	205	205	NUM
iajs-817	120	38	-	-	SYM
iajs-817	120	39	217	217	NUM
iajs-817	120	40	,	,	PUNCT
iajs-817	120	41	doi	doi	NOUN
iajs-817	120	42	:	:	PUNCT
iajs-817	120	43	10.1023	10.1023	NUM
iajs-817	120	44	/	/	SYM
iajs-817	120	45	a:1021801918603	a:1021801918603	NOUN
iajs-817	120	46	,	,	PUNCT
iajs-817	120	47	.	.	PUNCT
iajs-817	121	1	2	2	X
iajs-817	121	2	.	.	X
iajs-817	121	3	adarshnagaraja	adarshnagaraja	ADJ
iajs-817	121	4	,	,	PUNCT
iajs-817	121	5	blind	blind	ADJ
iajs-817	121	6	and	and	CCONJ
iajs-817	121	7	semi	semi	ADJ
iajs-817	121	8	-	-	ADJ
iajs-817	121	9	blind	blind	ADJ
iajs-817	121	10	de	de	NOUN
iajs-817	121	11	-	-	NOUN
iajs-817	121	12	blurring	blurring	NOUN
iajs-817	121	13	of	of	ADP
iajs-817	121	14	natural	natural	ADJ
iajs-817	121	15	images	image	NOUN
iajs-817	121	16	,	,	PUNCT
iajs-817	121	17	www.cs.ucf.edu/~adarsh/blinddeconv_v2.pdf	www.cs.ucf.edu/~adarsh/blinddeconv_v2.pdf	PROPN
iajs-817	121	18	3	3	NUM
iajs-817	121	19	.	.	PUNCT
iajs-817	122	1	al	al	PROPN
iajs-817	122	2	-	-	PUNCT
iajs-817	122	3	amri1	amri1	PROPN
iajs-817	122	4	,	,	PUNCT
iajs-817	122	5	s.	s.	PROPN
iajs-817	122	6	s.and	s.and	PROPN
iajs-817	122	7	kalyankar	kalyankar	PROPN
iajs-817	122	8	,	,	PUNCT
iajs-817	122	9	n.v	n.v	PROPN
iajs-817	122	10	.	.	PROPN
iajs-817	122	11	(	(	PUNCT
iajs-817	122	12	2010	2010	NUM
iajs-817	122	13	)	)	PUNCT
iajs-817	122	14	,	,	PUNCT
iajs-817	122	15	a	a	DET
iajs-817	122	16	comparative	comparative	ADJ
iajs-817	122	17	study	study	NOUN
iajs-817	122	18	for	for	ADP
iajs-817	122	19	deblured	deblure	VERB
iajs-817	122	20	average	average	ADJ
iajs-817	122	21	blurred	blurred	ADJ
iajs-817	122	22	images	image	NOUN
iajs-817	122	23	"	"	PUNCT
iajs-817	122	24	,	,	PUNCT
iajs-817	122	25	(	(	PUNCT
iajs-817	122	26	ijcse	ijcse	PROPN
iajs-817	122	27	)	)	PUNCT
iajs-817	122	28	international	international	ADJ
iajs-817	122	29	journal	journal	NOUN
iajs-817	122	30	on	on	ADP
iajs-817	122	31	computer	computer	NOUN
iajs-817	122	32	science	science	NOUN
iajs-817	122	33	and	and	CCONJ
iajs-817	122	34	engineering	engineering	NOUN
iajs-817	122	35	,	,	PUNCT
iajs-817	122	36	02(03	02(03	NOUN
iajs-817	122	37	):	):	PUNCT
iajs-817	122	38	731	731	NUM
iajs-817	122	39	-	-	SYM
iajs-817	122	40	733	733	NUM
iajs-817	122	41	.	.	PUNCT
iajs-817	123	1	4.mathieu	4.mathieu	NUM
iajs-817	123	2	lamard	lamard	NOUN
iajs-817	123	3	,	,	PUNCT
iajs-817	123	4	and	and	CCONJ
iajs-817	123	5	guy	guy	NOUN
iajs-817	123	6	cazuguel	cazuguel	VERB
iajs-817	123	7	et	et	PROPN
iajs-817	123	8	al	al	PROPN
iajs-817	123	9	,	,	PUNCT
iajs-817	123	10	(	(	PUNCT
iajs-817	123	11	2005	2005	NUM
iajs-817	123	12	)	)	PUNCT
iajs-817	123	13	,	,	PUNCT
iajs-817	123	14	content	content	NOUN
iajs-817	123	15	based	base	VERB
iajs-817	123	16	image	image	NOUN
iajs-817	123	17	retrieval	retrieval	NOUN
iajs-817	123	18	based	base	VERB
iajs-817	123	19	on	on	ADP
iajs-817	123	20	wavelet	wavelet	NOUN
iajs-817	123	21	transform	transform	NOUN
iajs-817	123	22	coefficients	coefficient	NOUN
iajs-817	123	23	distribution	distribution	NOUN
iajs-817	123	24	,	,	PUNCT
iajs-817	123	25	conference	conference	NOUN
iajs-817	123	26	proceedings	proceeding	NOUN
iajs-817	123	27	:	:	PUNCT
iajs-817	123	28	annual	annual	ADJ
iajs-817	123	29	international	international	ADJ
iajs-817	123	30	conference	conference	NOUN
iajs-817	123	31	of	of	ADP
iajs-817	123	32	the	the	DET
iajs-817	123	33	ieee	ieee	NOUN
iajs-817	123	34	engineering	engineering	NOUN
iajs-817	123	35	,	,	PUNCT
iajs-817	123	36	5	5	NUM
iajs-817	123	37	.	.	PUNCT
iajs-817	123	38	http://mathworld.wolfram.com/lagrangeinterpolatingpolynomial.html	http://mathworld.wolfram.com/lagrangeinterpolatingpolynomial.html	NOUN
iajs-817	123	39	6	6	NUM
iajs-817	123	40	.	.	PUNCT
iajs-817	123	41	http://en.wikipedia.org/wiki/lagrange_polynomial	http://en.wikipedia.org/wiki/lagrange_polynomial	ADJ
iajs-817	123	42	7	7	NUM
iajs-817	123	43	.	.	PUNCT
iajs-817	124	1	rolibansal	rolibansal	PROPN
iajs-817	124	2	,	,	PUNCT
iajs-817	124	3	pritisehgal	pritisehgal	PROPN
iajs-817	124	4	,	,	PUNCT
iajs-817	124	5	and	and	CCONJ
iajs-817	124	6	punambedi	punambedi	NOUN
iajs-817	124	7	,	,	PUNCT
iajs-817	124	8	(	(	PUNCT
iajs-817	124	9	2007	2007	NUM
iajs-817	124	10	)	)	PUNCT
iajs-817	124	11	,	,	PUNCT
iajs-817	124	12	a	a	DET
iajs-817	124	13	simplified	simplified	ADJ
iajs-817	124	14	fuzzy	fuzzy	ADJ
iajs-817	124	15	filter	filter	NOUN
iajs-817	124	16	for	for	ADP
iajs-817	124	17	impulse	impulse	ADJ
iajs-817	124	18	noise	noise	NOUN
iajs-817	124	19	removal	removal	NOUN
iajs-817	124	20	using	use	VERB
iajs-817	124	21	thresholding	thresholde	VERB
iajs-817	124	22	"	"	PUNCT
iajs-817	124	23	,	,	PUNCT
iajs-817	124	24	proceedings	proceeding	NOUN
iajs-817	124	25	of	of	ADP
iajs-817	124	26	the	the	DET
iajs-817	124	27	world	world	NOUN
iajs-817	124	28	congress	congress	PROPN
iajs-817	124	29	on	on	ADP
iajs-817	124	30	engineering	engineering	NOUN
iajs-817	124	31	and	and	CCONJ
iajs-817	124	32	computer	computer	NOUN
iajs-817	124	33	science	science	NOUN
iajs-817	124	34	wcecs	wcec	NOUN
iajs-817	124	35	,	,	PUNCT
iajs-817	124	36	october	october	PROPN
iajs-817	124	37	24	24	NUM
iajs-817	124	38	-	-	SYM
iajs-817	124	39	26	26	NUM
iajs-817	124	40	,	,	PUNCT
iajs-817	124	41	,	,	PUNCT
iajs-817	124	42	san	san	PROPN
iajs-817	124	43	francisco	francisco	PROPN
iajs-817	124	44	,	,	PUNCT
iajs-817	124	45	usa	usa	PROPN
iajs-817	124	46	8	8	NUM
iajs-817	124	47	.	.	PUNCT
iajs-817	125	1	aleksandra	aleksandra	PROPN
iajs-817	125	2	pizurica	pizurica	PROPN
iajs-817	125	3	,	,	PUNCT
iajs-817	125	4	vladimir	vladimir	PROPN
iajs-817	125	5	zlokolica	zlokolica	PROPN
iajs-817	125	6	and	and	CCONJ
iajs-817	125	7	wilfried	wilfried	PROPN
iajs-817	125	8	philips	philip	NOUN
iajs-817	125	9	,	,	PUNCT
iajs-817	125	10	(	(	PUNCT
iajs-817	125	11	2004	2004	NUM
iajs-817	125	12	)	)	PUNCT
iajs-817	125	13	,	,	PUNCT
iajs-817	125	14	combinedwavelet	combinedwavelet	ADJ
iajs-817	125	15	domain	domain	NOUN
iajs-817	125	16	and	and	CCONJ
iajs-817	125	17	temporal	temporal	ADJ
iajs-817	125	18	video	video	NOUN
iajs-817	125	19	denoising	denoising	NOUN
iajs-817	125	20	,	,	PUNCT
iajs-817	125	21	9	9	NUM
iajs-817	125	22	.	.	PUNCT
iajs-817	125	23	http://www.bearcave.com/misl/misl_tech/wavelets/daubechies/index.html	http://www.bearcave.com/misl/misl_tech/wavelets/daubechies/index.html	X
iajs-817	125	24	.	.	PUNCT
iajs-817	126	1	ibn	ibn	PROPN
iajs-817	126	2	alhaitham	alhaitham	PROPN
iajs-817	126	3	j.	j.	PROPN
iajs-817	126	4	for	for	ADP
iajs-817	126	5	pure	pure	ADJ
iajs-817	126	6	&	&	CCONJ
iajs-817	126	7	appl	appl	PROPN
iajs-817	126	8	.	.	PUNCT
iajs-817	127	1	sci	sci	PROPN
iajs-817	127	2	.	.	PUNCT
iajs-817	127	3	vol.24	vol.24	NOUN
iajs-817	127	4	(	(	PUNCT
iajs-817	127	5	1	1	NUM
iajs-817	127	6	)	)	PUNCT
iajs-817	127	7	2011	2011	NUM
iajs-817	127	8	table	table	NOUN
iajs-817	127	9	(	(	PUNCT
iajs-817	127	10	1	1	NUM
iajs-817	127	11	):	):	PUNCT
iajs-817	127	12	the	the	DET
iajs-817	127	13	rmse	rmse	NOUN
iajs-817	127	14	results	result	VERB
iajs-817	127	15	sample	sample	NOUN
iajs-817	127	16	name	name	NOUN
iajs-817	127	17	rmse	rmse	PROPN
iajs-817	127	18	size	size	NOUN
iajs-817	127	19	s1	s1	PROPN
iajs-817	127	20	30.32	30.32	NUM
iajs-817	127	21	640x480	640x480	NUM
iajs-817	127	22	s2	s2	NOUN
iajs-817	127	23	32.34	32.34	NUM
iajs-817	127	24	600x800	600x800	NUM
iajs-817	127	25	s3	s3	PROPN
iajs-817	127	26	31.20	31.20	NUM
iajs-817	127	27	600x800	600x800	NUM
iajs-817	127	28	s4	s4	PROPN
iajs-817	127	29	36.09	36.09	NUM
iajs-817	127	30	512x	512x	PROPN
iajs-817	127	31	512	512	NUM
iajs-817	127	32	s5	s5	PROPN
iajs-817	127	33	32.01	32.01	NUM
iajs-817	127	34	512x512	512x512	PROPN
iajs-817	127	35	s6	s6	PROPN
iajs-817	127	36	35.10	35.10	NUM
iajs-817	127	37	600x800	600x800	NUM
iajs-817	127	38	fig	fig	NOUN
iajs-817	127	39	.	.	PUNCT
iajs-817	128	1	(	(	PUNCT
iajs-817	128	2	1	1	NUM
iajs-817	128	3	):	):	PUNCT
iajs-817	128	4	two	two	NUM
iajs-817	128	5	-	-	PUNCT
iajs-817	128	6	channel	channel	NOUN
iajs-817	128	7	filter	filter	NOUN
iajs-817	128	8	bank	bank	NOUN
iajs-817	128	9	involving	involve	VERB
iajs-817	128	10	sub	sub	NOUN
iajs-817	128	11	sampling	sample	VERB
iajs-817	128	12	fig.(2	fig.(2	NOUN
iajs-817	128	13	):	):	PUNCT
iajs-817	128	14	the	the	DET
iajs-817	128	15	proposed	propose	VERB
iajs-817	128	16	system	system	NOUN
iajs-817	128	17	block	block	NOUN
iajs-817	128	18	diagram	diagram	NOUN
iajs-817	128	19	fig.(3	fig.(3	NUM
iajs-817	128	20	):	):	PUNCT
iajs-817	128	21	examples	example	NOUN
iajs-817	128	22	of	of	ADP
iajs-817	128	23	the	the	DET
iajs-817	128	24	daubechies	daubechie	NOUN
iajs-817	128	25	4d	4d	NUM
iajs-817	128	26	basis	basis	NOUN
iajs-817	128	27	filter	filter	NOUN
iajs-817	128	28	(	(	PUNCT
iajs-817	128	29	2	2	NUM
iajs-817	128	30	–	–	PUNCT
iajs-817	128	31	level	level	NOUN
iajs-817	128	32	)	)	PUNCT
iajs-817	128	33	.	.	PUNCT
iajs-817	129	1	save	save	VERB
iajs-817	129	2	image	image	NOUN
iajs-817	129	3	loadin	loadin	NOUN
iajs-817	129	4	g	g	NOUN
iajs-817	129	5	image	image	NOUN
iajs-817	129	6	applying	apply	VERB
iajs-817	129	7	the	the	DET
iajs-817	129	8	adaptivewavelet	adaptivewavelet	ADJ
iajs-817	129	9	lagrange	lagrange	PROPN
iajs-817	129	10	fuzzy	fuzzy	ADJ
iajs-817	129	11	filter	filter	NOUN
iajs-817	129	12	apply	apply	VERB
iajs-817	129	13	ing	ing	ADJ
iajs-817	129	14	wavelet	wavelet	NOUN
iajs-817	129	15	transform	transform	NOUN
iajs-817	129	16	average	average	ADJ
iajs-817	129	17	va	va	PROPN
iajs-817	129	18	lue	lue	NOUN
iajs-817	129	19	ca	can	AUX
iajs-817	129	20	lculations	lculation	NOUN
iajs-817	129	21	for	for	ADP
iajs-817	129	22	resulted	result	VERB
iajs-817	129	23	sub	sub	ADJ
iajs-817	129	24	-	-	ADJ
iajs-817	129	25	band	band	NOUN
iajs-817	129	26	apply	apply	VERB
iajs-817	129	27	ing	ing	ADJ
iajs-817	129	28	inverse	inverse	NOUN
iajs-817	129	29	wavelet	wavelet	NOUN
iajs-817	129	30	transform	transform	NOUN
iajs-817	129	31	calculate	calculate	NOUN
iajs-817	129	32	rmse	rmse	PROPN
iajs-817	129	33	ibn	ibn	PROPN
iajs-817	129	34	alhaitham	alhaitham	PROPN
iajs-817	129	35	j.	j.	PROPN
iajs-817	129	36	for	for	ADP
iajs-817	129	37	pure	pure	ADJ
iajs-817	129	38	&	&	CCONJ
iajs-817	129	39	appl	appl	PROPN
iajs-817	129	40	.	.	PUNCT
iajs-817	130	1	sci	sci	PROPN
iajs-817	130	2	.	.	PUNCT
iajs-817	130	3	vol.24	vol.24	NOUN
iajs-817	130	4	(	(	PUNCT
iajs-817	130	5	1	1	NUM
iajs-817	130	6	)	)	PUNCT
iajs-817	130	7	2011	2011	NUM
iajs-817	130	8	s1	s1	NOUN
iajs-817	130	9	before	before	ADP
iajs-817	130	10	s1	s1	PROPN
iajs-817	130	11	after	after	ADP
iajs-817	130	12	s2	s2	PROPN
iajs-817	130	13	before	before	ADP
iajs-817	130	14	s2	s2	PROPN
iajs-817	130	15	after	after	ADP
iajs-817	130	16	s3	s3	PROPN
iajs-817	130	17	before	before	ADP
iajs-817	130	18	s3	s3	PROPN
iajs-817	130	19	after	after	ADP
iajs-817	130	20	fig.(4	fig.(4	PROPN
iajs-817	130	21	):	):	PUNCT
iajs-817	130	22	some	some	DET
iajs-817	130	23	results	result	NOUN
iajs-817	130	24	of	of	ADP
iajs-817	130	25	the	the	DET
iajs-817	130	26	proposed	propose	VERB
iajs-817	130	27	wavelet	wavelet	NOUN
iajs-817	130	28	lagrange	lagrange	PROPN
iajs-817	130	29	fuzzy	fuzzy	ADJ
iajs-817	130	30	filter	filter	NOUN