Image Degradation and Restoration Model

download Image Degradation and Restoration Model

of 8

Transcript of Image Degradation and Restoration Model

  • 7/23/2019 Image Degradation and Restoration Model

    1/8

    Bncoj Treajssbgo .Mjorcmctbeg Cgm

    Vjsetrctbeg Nemjh

    Tb32=4=

    Ljfrucry 1 6431

  • 7/23/2019 Image Degradation and Restoration Model

    2/8

    Aegtjgts

    Aegtjgts

    B n c o j T r e a j s s b g o . M j o r c m c t b e g C g m V j s e t r c t b e g N e m j h 1

    4'3 Bgtremuatbeg ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' '1

    4'6 Mjorcmctbeg Nemjh ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' '1

    4'1 Vjsterctbeg Nemjh ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' '=

    4'= Qenj Zsjluh Cgchysbs ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' ' '=

    4'='3 Vcgmen Treajss Tcssbgo ]`reuo` H]B systjn ' ' ' '=

    4'='6 Lrjqujgay mencbg mjsarbptbeg el Vcgmen preajss ' :4'='1 Vjhctbeg fjtwjjg bgput cgm eutput ' ' ' ' ' ' ' ' ' '

  • 7/23/2019 Image Degradation and Restoration Model

    3/8

    Bncoj Treajssbgo . Mjorcmctbeg Cgm Vjsetrctbeg Nemjh

    Bncoj Treajssbgo . MjorcmctbegCgm Vjsetrctbeg Nemjh

    4'3 BgtremuatbegBg t`j meaunjgt wj sjt up nemjh%lrcnjweri te mjsarbfj cgmrjprjsjgt `ew bncoj ugmjroejs mbstertbegs%mjorcmctbegs cgm `ew

    te rjaevjr t`j erbobgch bncoj lren mjorcmjm bncoj'

    4'6 Mjorcmctbeg Nemjh

    Aegsbmjr cg bncojl ( x 9 y "

    'Hjt t`j bncoj ugmjroe senj mjorcmctbeg'cgm rjsuhtcgt bncoj fj mjsarbfjm fy

    o ( x 9 y "

    '

    ]`j mjorcmctbeg ncy fj el lern el netbeg fhurrbgoeut el leauseptbas hbo`t sacttjrbgo jta'

    ]`j Mjorcmctbeg preajss bs nemjhhjm hbgjcr lbhtjr `( x 9 y "

    cgm `( x 9 y "

    acg fj achhjm cs mjorcmctbeg lbhtjr%epjrcter'

    Gebsj bs nemjhhjm cs cmmbtbvj gebsj cgm bs cmmjm te eutput elmjorcmctbeg lbhtjr'

    Gebsj aeuhm chse `cvj fjjg cmmjm ct t`j bgput el mjorcmctbeglbhtjr ' Qbgaj wj crj weribgo wbt` hbgjcr lbhtjr t`j gebsj tjrn wbhhfj cmmbtbvj ct t`j eutput el t`j lbhtjr'

    Gebsj bs nemjhhjm cs scnphj lugatbeg el rcgmen preajss' Ct t`jeutput el t`j lbhtjr gebsj preajss ncbgtcbgs bts lern '

    ]`us gebsj bg mbrjathy bgahumjm ct t`j eutput el t`j mjormc.tbeg lbhtjr'

    ]`j mjorcmjm cgm gebsy bncoj bs rjprjsjgtjm fyo ( x 9 y "

    '

    1 | 0

  • 7/23/2019 Image Degradation and Restoration Model

    4/8

    Bncoj Treajssbgo . Mjorcmctbeg Cgm Vjsetrctbeg Nemjh

    4'1 Vjsterctbeg Nemjh]`j efkjatbvj bs te lbgm t`j jstbnctj el erobgch bncoj

    l ( x 9 y "

    ' ]`bsbs mjgetjm fy

    l r ( x 9 y "'

    ]`j mjorcmjm bncojo ( x 9 y "

    bs pcssjm t`reuo` t`j rjsterctbeg lbhtjrh ( x 9 y "

    w`ba` premuajs t`j jstbnctj el erbobgch sbogchl r ( x 9 y "

    '

    ]`j rjsterctbeg lbhtjr bs mjsbogjm fcsjm eg t`j igewhjmoj cfeutt`j mjorcmctbeg nemjh cgm gebsj nemjh'

    ]`j jrrer bg jstbnctbeg wbhh fj rjmuajm t`j nerj caaurctjhy wjigew cfeut t`j mjorcmctbeg cgm gebsj er bl cssunjm mjorcmctbeg

    cgm gebsj nemjh lbts t`j catuch sajgcrbe fjttjr'

    (c" Mjorctbeg cgm Vjsterctbeg Nemjh

    4'= Qenj Zsjluh Cgchysbs

    4'='3 Vcgmen Treajss Tcssbgo ]`reuo` H]B systjn

    Aegsbmjr c H]B lbhtjr` ( t "

    'Hjt bgput el H]B systjn fj nemjhhjm cs

    _bmj sjgsj.stctbegcry stea`cstba preajss P(t"'_QQ preajss bs aenphjtjhy a`crcatjrbzjm fy bts njcg cgm cute.aerrjhctbegs lugatbeg'

    Hjt P(t" fj c wbmj sjgsj stctbegcry preajss cpphbjm ct t`j bgputel H]B lbhtjr'

    ]`j njcg el preajss P(t" bs mjlbgjm cs jxpjatctbeg el rcgmen

    = | 0

  • 7/23/2019 Image Degradation and Restoration Model

    5/8

    Bncoj Treajssbgo . Mjorcmctbeg Cgm Vjsetrctbeg Nemjh

    vcrbcfhj eftcbgjm fy efsjrvbgo t`j preajss ct senj tbnj ]'

    x

    ( t " > J Y P ( t " ^

    ]`j Cute.aerrjhctbeg lugatbeg el rcgmen preajssP ( t "

    bs mjlbgjm csjxpjatctbeg el premuat el rcgmen vcrbcfhjsP ( t

    3

    "

    P ( t

    6

    "eftcbgjm fy

    efsjrvbgo t`j rcgmen preajss ct tbnjst

    3

    cgmt

    6

    cgm mjpjgms eghyeg t`j tbnj mblljrjgaj fjtwjjg efsjrvctbeg tbnjs

    t

    3

    cgmt

    6

    V

    x

    ( t

    3

    9 t

    6

    " > J Y P ( t

    3

    " P ( t

    6

    " ^ > V

    x

    ( t

    3

    t

    6

    "

    Hjt t`j rcgmen preajss bs trcgsnbttjm t`reuo` H]B lbhtjr' ]`jeutput R(t" bs oevjrgjm fy aegvehutbeg epjrctbegs'

    ]`j eutput el H]B lbhtjr bs obvjg fy

    R ( t " >

    [

    ` ( " P ( t " m t

    ]`j eutputR ( t "

    bs chse c _QQ rcgmen preajss a`crcatjrbzjm fy btsnjcg cgm cuteaerrjhctbeg'

    ]`j njcg cgm cute.aerrjhctbeg elR ( t "

    bs rjhctjm teP ( t "

    y

    ( t " >

    x

    @ ( 4 "

    w`jrj@ ( 4 "

    bs t`j zjre lrjqujgay MA rjspegsj el t`j systjn'

    ]`j njcg el rcgmen preajssR ( t "

    premuajm ct t`j eutput elH]B systjn bg rjspegsj te

    P ( t "catbgo cs bgput preajss bs jquch te

    t`j njcg elP ( t "

    nuhtbphbjm fy t`j MA rjspegsj el t`j systjn'

    ]`j cuteaerrjhctbeg el t`j eutput preajss bs rjhctjm te bgput

    preajss cs lehhews

    V

    y

    ( " >

    [ [

    ` (

    3

    " ` (

    6

    " V

    x

    (

    3

    )

    6

    " m

    3

    m

    6

    4'='6 Lrjqujgay mencbg mjsarbptbeg el Vcgmen preajss

    ]`j lrjqujgay mencbg mjsarbptbeg el rcgmen preajss bs mjlbgjmusbgo pewjr spjatrch mjgsbty' Tewjr spjatrch mjgsbty bs mjlbgjm cst`j leurbjr trcgslern el cute.aerrjhctbeg lugatbeg'

    : | 0

  • 7/23/2019 Image Degradation and Restoration Model

    6/8

    Bncoj Treajssbgo . Mjorcmctbeg Cgm Vjsetrctbeg Nemjh

    Aegsbmjr t`j bgput rcgmen preajssP ( t "

    HjtQ

    x

    ( l "mjlbgj bts

    TQM'

    ]`j bgput rcgmen preajss bs pcssjm t`reuo` c H]B lbhtjr']`j TQM elt`j eutput preajss bs rjhctjm te TQM el bgput preajss cs lehhews'

    Q

    y

    ( l " > k @ ( l " k

    6

    Q

    x

    ( l "

    4'='1 Vjhctbeg fjtwjjg bgput cgm eutput

    Gew wj `cvj twe rcgmen preajssjsP ( t "

    cgmR ( t "

    ' Vjhctbeg fjtwjjgt`j twe rcgmen preajss acg fj mjlbgjm usbgo aress aerrjhctbeg cgmaress.spjatrch mjgsbty'

    V

    x y

    ( t 9 u " > J Y P ( t " R ( u " ^

    V

    x y

    ( " > V

    y x

    ( "

    Bt bs t`j jxpjatjm vchujs el premuat el rcgmen vcrbcfhj P cgm R

    efsjrvjm ct efsjrvctbeg tbnjs t cgm u'

    Q

    x y

    ( l " > Q

    y x

    ( l " > Q

    x y

    ( l "

    Bl t`j stctbegcry rcgmen preajssjs crj ugaerrjhctjm t`jg aressaerrjhctbeg bs zjre'

    4'='= Qenj Nerj Zsjluh cgchysbs

    Q

    o o

    ( w

    x

    9 w

    y

    " > k @ ( w

    x

    9 w

    y

    " k

    6

    Q

    l l

    ( w

    x

    9 w

    y

    "

    Q

    l o

    ( w

    x

    9 w

    y

    " > @

    ( w

    x

    9 w

    y

    " Q

    l l

    ( w

    x

    9 w

    y

    "

    < | 0

  • 7/23/2019 Image Degradation and Restoration Model

    7/8

    Bncoj Treajssbgo . Mjorcmctbeg Cgm Vjsetrctbeg Nemjh

    Q

    o l

    ( w

    x

    9 w

    y

    " > @ ( w

    x

    9 w

    y

    " Q

    l l

    ( w

    x

    9 w

    y

    "

    Q

    o o

    ( w

    x

    9 w

    y

    " > k @ ( w

    x

    9 w

    y

    " k

    6

    Q

    l l

    ( w

    x

    9 w

    y

    " ) Q

    g g

    ( w

    x

    9 w

    y

    "

    ? | 0

  • 7/23/2019 Image Degradation and Restoration Model

    8/8

    Fbfhbeorcp`y

    Fbfhbeorcp`yY 3 ^ C m m b g o Q c h t c g m T j p p j r G e b s j t e B n c o j '

    u r h

    ; ` t t p ; % % c g o j h k e ` g s y ' f h e o s p e t '

    b g % 6 4 3 3 % 3 4 % c m m . s c h t . c g m . p j p p j r . g e b s j . t e . b n c o j ' ` t n h '

    Y 6 ^ V c l c j h A ' O e g z c h j z c g m V b a ` c r m J ' _ e e m s ' M b o b t c h B n c o j T r e a j s s b g o ( 1 r m J m b t b e g " '

    Z p p j r Q c m m h j V b v j r ( G K ( Z Q C ; T r j g t b a j . @ c h h ( B g a ' ( 6 4 4 < ' b s f g

    ; 4 3 1 3 < 0 ? 6 0 P '

    Y 1 ^ Q b n e g @ c y i b g ' A e n n u g b a c t b e g Q y s t j n s ' : t ` ' _ b h j y T u f h b s ` b g o ( 6 4 4 2 ' b s f g

    ; 4 = ? 3 < 2 ? 2 4 ? (

    2 ? 0 4 = ? 3 < 2 ? 2 4 2 '

    Y = ^ G u n j r b a c h ] e u r e l Q b o g c h T r e a j s s b g o 'u r h

    ; ` t t p ; % % w w w ' n c t ` w e r i s ' b g %

    n c t h c f a j g t r c h % l b h j j x a ` c g o j % 2 : : = . c . g u n j r b a c h . t e u r . e l . s b o g c h .

    p r e a j s s b g o '

    Y : ^ _ b i b p j m b c 'u r h

    ; ` t t p ; % % j g ' w b i b p j m b c ' e r o % w b i b % B n c o j U g e b s j '

    0 | 0

    http://en.wikipedia.org/wiki/Image_noisehttp://www.mathworks.in/matlabcentral/fileexchange/9554-a-numerical-tour-of-signal-processinghttp://www.mathworks.in/matlabcentral/fileexchange/9554-a-numerical-tour-of-signal-processinghttp://www.mathworks.in/matlabcentral/fileexchange/9554-a-numerical-tour-of-signal-processinghttp://angeljohnsy.blogspot.in/2011/10/add-salt-and-pepper-noise-to-image.htmlhttp://angeljohnsy.blogspot.in/2011/10/add-salt-and-pepper-noise-to-image.html