• DocumentCode
    3147836
  • Title

    An explicit sharpness index related to global phase coherence

  • Author

    Blanchet, Gwendoline ; Moisan, Lionel

  • Author_Institution
    Centre Nat. d´´Etudes Spatiales, Toulouse, France
  • fYear
    2012
  • fDate
    25-30 March 2012
  • Firstpage
    1065
  • Lastpage
    1068
  • Abstract
    We propose a definition of a Sharpness Index that is closely related to the notion of Global Phase Coherence recently introduced for automatic image restoration and image quality assessment. Using Gaussian random fields instead of random phase images, we can estimate the probability that a random image has a given Total Variation, which leads us to an explicit formula and a fast algorithm. Theoretical arguments and numerical experiments are given to assess the similarity between the Sharpness Index and the Global Phase Coherence, and an application to non-parametric blind deconvolution is presented, that illustrates the possibilities offered by this new approach.
  • Keywords
    Gaussian processes; image restoration; numerical analysis; probability; Gaussian random fields; automatic image restoration; explicit sharpness index; global phase coherence; image quality assessment; nonparametric blind deconvolution; numerical experiments; probability; random phase images; Coherence; Convolution; Deconvolution; Image restoration; Indexes; Kernel; Noise; blind deconvolution; global phase coherence; image quality; image restoration; sharpness;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
  • Conference_Location
    Kyoto
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4673-0045-2
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2012.6288070
  • Filename
    6288070