• DocumentCode
    1344520
  • Title

    Multitemporal Image Change Detection Using Undecimated Discrete Wavelet Transform and Active Contours

  • Author

    Celik, Turgay ; Ma, Kai-Kuang

  • Author_Institution
    Dept. of Chem., Nat. Univ. of Singapore, Singapore, Singapore
  • Volume
    49
  • Issue
    2
  • fYear
    2011
  • Firstpage
    706
  • Lastpage
    716
  • Abstract
    In this paper, an unsupervised change detection method for satellite images is proposed. Owing to its robustness against noise, the undecimated discrete wavelet transform is exploited to obtain a multiresolution representation of the difference image, which is obtained from two satellite images acquired from the same geographical area but at different time instances. A region-based active contour model is then applied to the multiresolution representation of the difference image for segmenting the difference image into the “changed” and “unchanged” regions. The proposed change detection method has been conducted on two types of image data sets, i.e., the synthetic aperture radar images and the optical images. The change detection results are compared with several state-of-the-art techniques. The extensive simulation results clearly show that the proposed change detection method consistently yields superior performance.
  • Keywords
    geophysical image processing; geophysical techniques; optical images; remote sensing by radar; synthetic aperture radar; wavelet transforms; geographical area; multitemporal image change detection method; region-based active contour model; satellite image; synthetic aperture optical image; synthetic aperture radar image; undecimated discrete wavelet transform; Active contours; change detection; difference image; environmental monitoring; level sets; multitemporal images; optical images; remote sensing; satellite images; surveillance; synthetic aperture radar (SAR); undecimated discrete wavelet transform (UDWT);
  • fLanguage
    English
  • Journal_Title
    Geoscience and Remote Sensing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0196-2892
  • Type

    jour

  • DOI
    10.1109/TGRS.2010.2066979
  • Filename
    5595494