• DocumentCode
    3049113
  • Title

    BCGM based MAP denoising in wavelet domain

  • Author

    Li, Xutao ; Ren, Jiajia ; Feng, Yunkai

  • Author_Institution
    Dept. of Electron. Eng., Shantou Univ. Shantou, Shantou, China
  • fYear
    2010
  • fDate
    8-10 June 2010
  • Firstpage
    681
  • Lastpage
    685
  • Abstract
    This paper is concerned with image denoising approaches. The detail exponents of image transformed by Wavelet have been proved its significant heavy-tails nature. The alpha stable distribution has a generality to represent heavy-tailed and impulsive nature. However, the probability density function of such a statistics model has no closed expression. Based on a tractable approximation, BCGM model, maximum a posteriori (MAP) shrinkage is proposed for removing additive. Since the prior distributions are analytically known after BCGM is introduced, MAP approach becomes now more tractable than fore methods.
  • Keywords
    image denoising; maximum likelihood estimation; statistical distributions; wavelet transforms; BCGM based MAP denoising; alpha stable distribution; image denoising approach; maximum a posteriori; probability density function; statistics model; tractable approximation; wavelet domain;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems and Control in Aeronautics and Astronautics (ISSCAA), 2010 3rd International Symposium on
  • Conference_Location
    Harbin
  • Print_ISBN
    978-1-4244-6043-4
  • Electronic_ISBN
    978-1-4244-7505-6
  • Type

    conf

  • DOI
    10.1109/ISSCAA.2010.5633583
  • Filename
    5633583