• DocumentCode
    1118237
  • Title

    A Model for Radar Images and Its Application to Adaptive Digital Filtering of Multiplicative Noise

  • Author

    Frost, Victor S. ; Stiles, Josephine Abbott ; Shanmugan, K.S. ; Holtzman, Julian C.

  • Author_Institution
    STUDENT MEMBER, IEEE, Remote Sensing Laboratory, Center for Research, Inc., University of Kansas, Lawrence, KS 66045.
  • Issue
    2
  • fYear
    1982
  • fDate
    3/1/1982 12:00:00 AM
  • Firstpage
    157
  • Lastpage
    166
  • Abstract
    Standard image processing techniques which are used to enhance noncoherent optically produced images are not applicable to radar images due to the coherent nature of the radar imaging process. A model for the radar imaging process is derived in this paper and a method for smoothing noisy radar images is also presented. The imaging model shows that the radar image is corrupted by multiplicative noise. The model leads to the functional form of an optimum (minimum MSE) filter for smoothing radar images. By using locally estimated parameter values the filter is made adaptive so that it provides minimum MSE estimates inside homogeneous areas of an image while preserving the edge structure. It is shown that the filter can be easily implemented in the spatial domain and is computationally efficient. The performance of the adaptive filter is compared (qualitatively and quantitatively) with several standard filters using real and simulated radar images.
  • Keywords
    Adaptive filters; Digital filters; Filtering; Image processing; Laser radar; Optical filters; Optical noise; Radar applications; Radar imaging; Smoothing methods; Adaptive filtering; image enhancement; minimum mean square error (MMSE); multiplicative noise; radar image modeling; radar image processing; speckle reduction; synthetic aperture radar (SAR);
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.1982.4767223
  • Filename
    4767223