• DocumentCode
    2470881
  • Title

    The effects of atmospheric mis-estimation on hyperspectral-based adaptive matched filter target detection as measured by the Bhattacharyya coefficient

  • Author

    Yarbrough, Allan W. ; Mendenhall, Michael J. ; Martin, Richard K.

  • Author_Institution
    Deptartment of Electr. & Comput. Eng., Air Force Inst. of Technol., Wright-Patterson AFB, OH, USA
  • fYear
    2010
  • fDate
    14-16 June 2010
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    Accurate target detection and classification of hyperspectral imagery require that the measurement by the imager matches as closely as possible the known “true” target as collected under controlled conditions and stored in a classification database. Therefore, the effect of the radiation source and the atmosphere must be factored out of the result before detection is attempted. Our objective is to investigate the uncertainty in the detections due to the uncertainty in the estimation of atmospherics. We apply a range of atmospheric profiles, correlated with relative humidity, to a MODTRAN-based prediction of the radiative transfer effect on simulated imagery using the Digital Imaging and Remote Sensing Image Generation Model. These profiles are taken from known distribution percentiles as obtained from historic meteorological measurements at the simulated site. We demonstrate the detection error, as measured by the Bhattacharyya coefficient, given the range of atmospheric conditions in the historic profile, and show that changes in the atmospheric assumptions change the values of the output for the adaptive matched filter.
  • Keywords
    atmospheric humidity; geophysical image processing; matched filters; object detection; radiative transfer; remote sensing; Bhattacharyya coefficient; Digital Imaging; MODTRAN based prediction; Remote Sensing Image Generation Model; adaptive matched filter target detection; atmospheric misestimation; classification database; hyperspectral based target detection; hyperspectral imagery; radiative transfer effect; relative humidity; Atmospheric measurements; Atmospheric modeling; Euclidean distance; Humidity; Hyperspectral imaging; adaptive matched filter; atmospheric uncertainty; hyperspectral imagery;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2010 2nd Workshop on
  • Conference_Location
    Reykjavik
  • Print_ISBN
    978-1-4244-8906-0
  • Electronic_ISBN
    978-1-4244-8907-7
  • Type

    conf

  • DOI
    10.1109/WHISPERS.2010.5594960
  • Filename
    5594960