• DocumentCode
    1240911
  • Title

    A detail-preserving scale-driven approach to change detection in multitemporal SAR images

  • Author

    Bovolo, Francesca ; Bruzzone, Lorenzo

  • Author_Institution
    Dept. of Inf. & Commun. Technol., Univ. of Trento, Italy
  • Volume
    43
  • Issue
    12
  • fYear
    2005
  • Firstpage
    2963
  • Lastpage
    2972
  • Abstract
    This paper presents a novel approach to change detection in multitemporal synthetic aperture radar (SAR) images. The proposed approach exploits a wavelet-based multiscale decomposition of the log-ratio image (obtained by a comparison of the original multitemporal data) aimed at achieving different scales (levels) of representation of the change signal. Each scale is characterized by a different tradeoff between speckle reduction and preservation of geometrical details. For each pixel, a subset of reliable scales is identified on the basis of a local statistic measure applied to scale-dependent log-ratio images. The final change-detection result is obtained according to an adaptive scale-driven fusion algorithm. Experimental results obtained on multitemporal SAR images acquired by the ERS-1 satellite confirm the effectiveness of the proposed approach.
  • Keywords
    data acquisition; geophysical signal processing; geophysical techniques; image segmentation; radar imaging; remote sensing by radar; spaceborne radar; speckle; synthetic aperture radar; ERS-1 satellite; adaptive scale-driven fusion algorithm; change detection; geometrical detail preservation; image analysis; local statistic measure; log-ratio image; multiscale image decomposition; multitemporal SAR images; multitemporal synthetic aperture radar images; remote sensing; speckle reduction; wavelet-based multiscale decomposition; Adaptive filters; Degradation; Image analysis; Information filtering; Information filters; Pixel; Radar detection; Remote monitoring; Speckle; Synthetic aperture radar; Change detection; image analysis; multiscale image decomposition; remote sensing; synthetic aperture radar (SAR);
  • fLanguage
    English
  • Journal_Title
    Geoscience and Remote Sensing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0196-2892
  • Type

    jour

  • DOI
    10.1109/TGRS.2005.857987
  • Filename
    1542367