• DocumentCode
    1930676
  • Title

    Wavelet-based despeckling for SAR image combing HMT model with GMRF model

  • Author

    Chen, Guozhong ; Liu, Xingzhao

  • Author_Institution
    Dept. of Electron. Eng., Shanghai Jiao Tong Univ., Shanghai
  • fYear
    2008
  • fDate
    26-30 May 2008
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    Speckle reduction is a prerequisite for many synthetic aperture radar (SAR) image processing tasks. In recent years, the hidden Markov tree (HMT) in wavelet domain is widely used for speckle reduction. The HMT model captures the persistence property of wavelet coefficients, but lacks the clustering property of them within a scale, whereas the Gaussian Markov random field (GMRF) model can characterize the intrascale contextual dependence of wavelet coefficients. In this letter, we propose a new wavelet-based despeckling method for SAR image by properly fusing the HMT and GMRF modelling firstly. Moreover, for better details preservation, wepsilall borrow a parameter named multiscale local variation coefficient and develop two thresholds to measure the scene heterogeneity. The final experimental results for the simulated speckled images and real SAR images show that the proposed method can get better performance in terms of the extent of the speckle suppression and the fine details preservation.
  • Keywords
    hidden Markov models; radar imaging; synthetic aperture radar; Gaussian Markov random field; SAR image; despeckling; hidden Markov tree model; speckle reduction; synthetic aperture radar; Context modeling; Fuses; Hidden Markov models; Image processing; Layout; Markov random fields; Speckle; Synthetic aperture radar; Wavelet coefficients; Wavelet domain; Synthetic Aperture Radar (SAR); hidden Markov tree (HMT); speckle;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Radar Conference, 2008. RADAR '08. IEEE
  • Conference_Location
    Rome
  • ISSN
    1097-5659
  • Print_ISBN
    978-1-4244-1538-0
  • Electronic_ISBN
    1097-5659
  • Type

    conf

  • DOI
    10.1109/RADAR.2008.4720893
  • Filename
    4720893