• DocumentCode
    726952
  • Title

    Despeckling of synthetic aperture radar images in the contourlet domain using the alpha-stable distribution

  • Author

    Sadreazami, H. ; Ahmad, M. Omair ; Swamy, M.N.S.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Concordia Univ., Montreal, QC, Canada
  • fYear
    2015
  • fDate
    24-27 May 2015
  • Firstpage
    121
  • Lastpage
    124
  • Abstract
    Speckle reduction has been a prerequisite for many SAR image processing tasks. This work presents a new approach for despeckling of SAR images in the contourlet domain using the alpha-stable distribution. It is shown that the alpha-stable distribution provides a good fit for the contourlet coefficients of an image, since it can capture the large peak and heavy tails of the distribution of the empirical data. This model is then exploited in a Bayesian maximum a posteriori estimator to restore the noise-free contourlet coefficients. The performance of the proposed despeckling method is evaluated using synthetically-speckled and real SAR images. Simulations are carried out using synthetically speckled images to investigate the performance of the proposed method, and compare it with that of some of the existing methods. The experimental results show that the proposed method can provide better preservation of the edges and can yield better visual quality as compared to some of the existing methods.
  • Keywords
    Bayes methods; image denoising; maximum likelihood estimation; radar imaging; statistical distributions; synthetic aperture radar; Bayesian maximum-a-posteriori estimator; SAR image processing tasks; alpha-stable distribution; contourlet domain; empirical data distribution; noise-free contourlet coefficients; speckle reduction; synthetic aperture radar image despeckling; visual quality; Bayes methods; Noise; Noise measurement; Speckle; Synthetic aperture radar; Wavelet transforms; Bayesian MAP estimator; SAR image denoising; contourlet transform; symmetric alpha-stable distribution;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems (ISCAS), 2015 IEEE International Symposium on
  • Conference_Location
    Lisbon
  • Type

    conf

  • DOI
    10.1109/ISCAS.2015.7168585
  • Filename
    7168585