• DocumentCode
    1436770
  • Title

    Local Coregistration Adjustment for Anomalous Change Detection

  • Author

    Theiler, James ; Wohlberg, Brendt

  • Author_Institution
    Los Alamos Nat. Lab., Los Alamos, NM, USA
  • Volume
    50
  • Issue
    8
  • fYear
    2012
  • Firstpage
    3107
  • Lastpage
    3116
  • Abstract
    We describe an approach for improving the robustness to misregistration of pixel-wise anomalous change detection (ACD) algorithms. The aim of ACD is to distinguish actual anomalous changes from the irrelevant incidental differences that occur throughout the scene. For such change detection to be effective, it is important that corresponding pixels in the two images of interest correspond to the same location in the scene. Indeed, one of the most confounding sources of incidental differences is the inevitable imprecision in the coregistration of the two images. We address this with small local adjustments to the coregistration which leads to a modified misregistration-insensitive measure of anomalousness. Several variants are considered, and the resulting performance improvements are evaluated using both real and simulated changes, and real and simulated misregistration.
  • Keywords
    geophysical image processing; geophysical techniques; image registration; anomalous change detection algorithm; image imprecision; local coregistration adjustment; misregistration-insensitive measure; simulated misregistration; Change detection algorithms; Clutter; Correlation; Detectors; Minimization; Mutual information; Robustness; Anomalous change detection (ACD); anomaly detection; change detection; coregistration; hyperspectral imagery; multispectral imagery;
  • fLanguage
    English
  • Journal_Title
    Geoscience and Remote Sensing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0196-2892
  • Type

    jour

  • DOI
    10.1109/TGRS.2011.2179942
  • Filename
    6144006