• DocumentCode
    1111070
  • Title

    Segmentation of polarimetric synthetic aperture radar data

  • Author

    Rignot, Eric ; Chellappa, Rama

  • Author_Institution
    Jet Propulsion Lab., California Inst. of Technol., Pasadena, CA, USA
  • Volume
    1
  • Issue
    3
  • fYear
    1992
  • fDate
    7/1/1992 12:00:00 AM
  • Firstpage
    281
  • Lastpage
    300
  • Abstract
    A statistical image model is proposed for segmenting polarimetric synthetic aperture radar (SAR) data into regions of homogeneous and similar polarimetric backscatter characteristics. A model for the conditional distribution of the polarimetric complex data is combined with a Markov random field representation for the distribution of the region labels to obtain the posterior distribution. Optimal region labeling of the data is then defined as maximizing the posterior distribution of the region labels given the polarimetric SAR complex data (maximum a posteriori (MAP) estimate). Two procedures for selecting the characteristics of the regions are then discussed. Results using real multilook polarimetric SAR complex data are given to illustrate the potential of the two selection procedures and evaluate the performance of the MAP segmentation technique. It is also shown that dual polarization SAR data can yield segmentation resultS similar to those obtained with fully polarimetric SAR data
  • Keywords
    pattern recognition; radar theory; statistical analysis; MAP segmentation technique; Markov random field representation; conditional distribution; dual polarization SAR data; maximum a posteriori estimate; polarimetric backscatter characteristics; polarimetric synthetic aperture radar data; posterior distribution; region labels; statistical image model; Backscatter; Electromagnetic scattering; Electromagnetic wave polarization; Image segmentation; Polarimetric synthetic aperture radar; Propulsion; Radar antennas; Radar polarimetry; Radar scattering; Synthetic aperture radar;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/83.148603
  • Filename
    148603