• DocumentCode
    1366632
  • Title

    SAR Image Despeckling Using Edge Detection and Feature Clustering in Bandelet Domain

  • Author

    Zhang, Wenge ; Liu, Fang ; Jiao, Licheng ; Hou, Biao ; Wang, Shuang ; Shang, Ronghua

  • Author_Institution
    Key Lab. of Intell. Perception & Image Understanding of Minist. of Educ. of China, Xidian Univ., Xi´´an, China
  • Volume
    7
  • Issue
    1
  • fYear
    2010
  • Firstpage
    131
  • Lastpage
    135
  • Abstract
    To effectively preserve the edges of a synthetic aperture radar (SAR) image when despeckling, an algorithm with edge detection and fuzzy clustering in the translation-invariant second-generation bandelet transform (TIBT) domain is proposed in this letter. A Canny operator is first utilized to detect and remove edges from the SAR image. Then, TIBT and fuzzy C-mean clustering are employed to decompose and despeckle the edge-removed image, respectively. Finally, the removed edges are added to the reconstructed image. The algorithm suggests each coefficient in high-frequency subbands as the clustering feature, proposes a calculation method of the best clustering number, and defines the signal and noise in the clustering results. Experimental results show that the visual quality and evaluation indexes outperform the other methods with no edge preservation. The proposed algorithm effectively realizes both despeckling and edge preservation and reaches the state-of-the-art performance.
  • Keywords
    edge detection; feature extraction; fuzzy logic; geophysical signal processing; image denoising; image reconstruction; pattern clustering; radar signal processing; remote sensing by radar; speckle; synthetic aperture radar; Canny operator; SAR image despeckling; TIBT domain; bandelet domain edge detection; bandelet domain feature clustering; best clustering number; clustering feature; edge removed image; fuzzy c-means clustering; fuzzy clustering; image decomposition; image reconstruction; synthetic aperture radar; translation invariant second generation bandelet transform; Canny operator; edge detection; fuzzy clustering; image processing; speckle; synthetic aperture radar (SAR); translation-invariant bandelet transform;
  • fLanguage
    English
  • Journal_Title
    Geoscience and Remote Sensing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1545-598X
  • Type

    jour

  • DOI
    10.1109/LGRS.2009.2028588
  • Filename
    5235127