• DocumentCode
    79642
  • Title

    A Modification to the Complex-Valued MRF Modeling Filter of Interferometric SAR Phase

  • Author

    Hongyu Li ; Hongjun Song ; Wang, Ruiqi ; Hui Wang ; Gang Liu ; Runpu Chen ; Xinglin Li ; Yunkai Deng ; Balz, Timo

  • Author_Institution
    Dept. of Space Microwave Remote Sensing Syst., Inst. of Electron., Beijing, China
  • Volume
    12
  • Issue
    3
  • fYear
    2015
  • fDate
    Mar-15
  • Firstpage
    681
  • Lastpage
    685
  • Abstract
    This letter focuses on a modified complex-valued Markov random field (CMRF) modeling filter to improve the performance in the filtering of the synthetic aperture radar interferometric phase. In the reference CMRF modeling phase map filter, the CMRF model was employed to update residues and their neighbors. By this, the residues were reduced, and phase jumps were preserved simultaneously. However, residue reduction was still insufficient. Furthermore, incorrect model parameter estimation leads to wrong filtering in some blocks. To solve the two aforementioned problems, we propose a modified CMRF modeling filter, where the original interferogram is divided into overlapped blocks. In addition, the adaptive weighted neighbor values are used to estimate the CMRF model parameters. Both simulated and real data experiments are performed to validate this method.
  • Keywords
    Markov processes; filtering theory; parameter estimation; radar interferometry; remote sensing by radar; surface topography measurement; synthetic aperture radar; complex-valued Markov random field modeling filter; interferometric SAR phase; model parameter estimation; residue reduction; synthetic aperture radar interferometric phase; Adaptation models; Data models; Noise; Noise reduction; Remote sensing; Statistical distributions; Synthetic aperture radar; Complex-valued Markov random field (CMRF) model; interferometric synthetic aperture radar (InSAR); phase denoising;
  • fLanguage
    English
  • Journal_Title
    Geoscience and Remote Sensing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1545-598X
  • Type

    jour

  • DOI
    10.1109/LGRS.2014.2357449
  • Filename
    6906238