• DocumentCode
    1253720
  • Title

    Robust thermophysics-based interpretation of radiometrically uncalibrated IR images for ATR and site change detection

  • Author

    Nandhakumar, N. ; Michel, Jonathan D. ; Arnold, D. Gregory ; Tsihrintzis, George A. ; Velten, Vince ; Nandhakumar, N. ; Michel, J.D. ; Arnold, D.G. ; Tsihrintzis, G.A. ; Velten, V.

  • Author_Institution
    Electroglas Inc., Santa Clara, CA, USA
  • Volume
    6
  • Issue
    1
  • fYear
    1997
  • fDate
    1/1/1997 12:00:00 AM
  • Firstpage
    65
  • Lastpage
    78
  • Abstract
    We previously formulated a new approach for computing invariant features from infrared (IR) images. That approach is unique in the field since it considers not just surface reflection and surface geometry in the specification of invariant features, but it also takes into account internal object composition and thermal state that affect images sensed in the nonvisible spectrum. In this paper, we extend the thermophysical algebraic invariance (TAI) formulation for the interpretation of uncalibrated infrared imagery and further reduce the information that is required to be known about the environment. Features are defined such that they are functions of only the thermophysical properties of the imaged objects. In addition, we show that the distribution of the TAI features can be accurately modeled by symmetric alpha-stable models. This approach is shown to yield robust classifier performance. Results on ground truth data and real infrared imagery are presented. The application of this scheme for site change detection is discussed
  • Keywords
    image classification; infrared imaging; object recognition; ATR; automatic target recognition; ground truth data; imaged objects; internal object composition; invariant features; radiometrically uncalibrated IR images; real infrared imagery; robust classifier performance; robust thermophysics-based interpretation; site change detection; surface geometry; surface reflection; symmetric alpha-stable models; thermal state; thermophysical algebraic invariance; thermophysical properties; Geometry; Infrared detectors; Infrared imaging; Layout; Lighting; Optical computing; Radiometry; Reflection; Robustness; Shape;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/83.552097
  • Filename
    552097