• DocumentCode
    9669
  • Title

    Robust Polarimetric SAR Despeckling Based on Nonlocal Means and Distributed Lee Filter

  • Author

    Hua Zhong ; Jingjing Zhang ; Ganchao Liu

  • Author_Institution
    Key Lab. of Intell. Perception & Image Understanding of the Minist. of Educ. of China, Xidian Univ., Xi´an, China
  • Volume
    52
  • Issue
    7
  • fYear
    2014
  • fDate
    Jul-14
  • Firstpage
    4198
  • Lastpage
    4210
  • Abstract
    This paper presents a nonlocal Lee (NL-Lee) filter for polarimetric synthetic aperture radar despeckling. In the proposed NL-Lee filter, a kind of hybrid patch similarity measure is constructed by combining together the structure similarity introduced by the nonlocal means (NLM) filter and the homogeneity similarity introduced by the Lee filter, which works in a distributive way. This combination leads to two important advantages for the proposed nonlocal filter. One is the improved robustness to the NLM parameters such as patch size and search neighborhood size, since the patch regularity assumption can be enhanced by the introduced hybrid patch similarity; the other one is the better performance tradeoff between speckle removal and detail preservation, because of the good balance between structure similarity and homogeneity similarity obtained by the framework of the proposed NL-Lee filter. Experimental results are given to demonstrate its competitive denoising performance.
  • Keywords
    geophysical image processing; geophysical techniques; image denoising; radar imaging; radar polarimetry; synthetic aperture radar; NL-Lee filter; NLM filter; NLM parameters; denoising performance; detail preservation; distributed Lee filter; homogeneity similarity; hybrid patch similarity measure; nonlocal Lee filter; nonlocal means filter; patch regularity assumption; patch size; polarimetric synthetic aperture radar despeckling; robust polarimetric SAR despeckling; search neighborhood size; speckle removal; structure similarity; Covariance matrices; Educational institutions; Noise; Noise reduction; Robustness; Speckle; Synthetic aperture radar; Despeckling; Lee filter; nonlocal means (NLM); patch similarity; polarimetric synthetic aperture radar (SAR) (PolSAR);
  • fLanguage
    English
  • Journal_Title
    Geoscience and Remote Sensing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0196-2892
  • Type

    jour

  • DOI
    10.1109/TGRS.2013.2280278
  • Filename
    6600831