• DocumentCode
    2176704
  • Title

    Wishart distribution based level set method for polarimetric SAR image segmentation

  • Author

    Yin, Junjun ; Yang, Jian

  • Author_Institution
    Dept. of Electron. Eng., Tsinghua Univ., Beijing, China
  • fYear
    2011
  • fDate
    9-11 Sept. 2011
  • Firstpage
    2999
  • Lastpage
    3002
  • Abstract
    We develop a level set segmentation method for a wide range of SAR data from single channel intensity data to multifrequency and/or multitemporal polarimetric data in this study. By modeling of the minimization functional for segmentation and the complex Wishart distribution for polarimetric SAR data representation, we propose a model consisting of three parts, an original `fitting´ term derived from the maximum a posteriori (MAP) estimator, a classical curve length term that drives the zero level set toward the object boundaries, and the region term of interest. A CFAR Polarimetric SAR edge detector is used as the edge indicator, and also a penalty term is employed to completely eliminate the costly re-initialization procedure during the traditional level set evolution. The proposed method of the two-phase segmentation is extended to a multiphase case. Good results are obtained by using both simulated polarimetric data and two NASA-JPL L-band polarimetric SAR images.
  • Keywords
    data structures; edge detection; image segmentation; maximum likelihood estimation; radar imaging; radar polarimetry; synthetic aperture radar; CFAR Polarimetric SAR edge detector; MAP estimator; NASA-JPL L-band polarimetric SAR image; SAR data; Wishart distribution based level set segmantation method; maximum a posteriori estimator; multitemporal polarimetric data; object boundary; polarimetric SAR data representation; polarimetric SAR image segmentation; single channel intensity data; two-phase segmentation; Active contours; Covariance matrix; Detectors; Image edge detection; Image segmentation; L-band; Level set; Radar polarimetry; complex Wishart distribution; level set formulation; synthetic aperture radar(SAR);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electronics, Communications and Control (ICECC), 2011 International Conference on
  • Conference_Location
    Ningbo
  • Print_ISBN
    978-1-4577-0320-1
  • Type

    conf

  • DOI
    10.1109/ICECC.2011.6066599
  • Filename
    6066599