• DocumentCode
    3479438
  • Title

    A measure for change detection in very high resolution remote sensing images based on texture analysis

  • Author

    Lefebvre, Antoine ; Corpetti, Thomas ; Moy, Laurence Hubert

  • Author_Institution
    COSTEL, Univ. Rennes 2, Rennes, France
  • fYear
    2009
  • fDate
    7-10 Nov. 2009
  • Firstpage
    1697
  • Lastpage
    1700
  • Abstract
    This paper address the problem of change detection in very high resolution remote sensing images. To that end, we define a measure of the observed change based on the distribution of the coefficients issued from a wavelet transform, taking care to be rotation invariant. The dissimilarities are obtained through the Kullback-Liebler distance and a change features vector is defined from all the distances between the bands of the wavelet decomposition. This measurement is able to classify the nature of the change between two images. We present two applications: the first one uses a decision tree to classify several changes (homogeneous or oriented texture, abrupt or subtle change) whereas the second one detects some particular changes from a pair of images (an aerial and a satellite image). These experiments bring out the efficiency of the proposed technique to discriminate correctly the different textures and to interpret each change.
  • Keywords
    decision trees; feature extraction; image classification; image sensors; image texture; remote sensing; vectors; wavelet transforms; Kullback-Liebler distance; aerial image; change features vector; coefficients distribution; decision tree; homogeneous texture; image classification; oriented texture; satellite image; texture analysis; very high resolution remote sensing images; wavelet decomposition; wavelet transform; Classification tree analysis; Decision trees; Image analysis; Image resolution; Image texture analysis; Remote sensing; Rotation measurement; Satellites; Wavelet analysis; Wavelet transforms; Remote sensing; change and texture analysis; wavelet transform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2009 16th IEEE International Conference on
  • Conference_Location
    Cairo
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-5653-6
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2009.5413679
  • Filename
    5413679