• DocumentCode
    1559064
  • Title

    Color invariance

  • Author

    Geusebroek, Jan-Mark ; Van den Boomgaard, R. ; Smeulders, Arnold W M ; Geerts, Hugo

  • Author_Institution
    Dept. of Comput. Sci., Amsterdam Univ., Netherlands
  • Volume
    23
  • Issue
    12
  • fYear
    2001
  • fDate
    12/1/2001 12:00:00 AM
  • Firstpage
    1338
  • Lastpage
    1350
  • Abstract
    This paper presents the measurement of colored object reflectance, under different, general assumptions regarding the imaging conditions. We exploit the Gaussian scale-space paradigm for color images to define a framework for the robust measurement of object reflectance from color images. Object reflectance is derived from a physical reflectance model based on the Kubelka-Munk theory for colorant layers. Illumination and geometrical invariant properties are derived from the reflectance model. Invariance and discriminative power of the color invariants is experimentally investigated, showing the invariants to be successful in discounting shadow, illumination, highlights, and noise. Extensive experiments show the different invariants to be highly discriminative, while maintaining invariance properties. The presented framework for color measurement is well-founded in the physics of color as well as in measurement science. Hence, the proposed invariants are considered more adequate for the measurement of invariant color features than existing methods
  • Keywords
    Gaussian processes; differential geometry; image colour analysis; lighting; optical variables measurement; reflectivity; Gaussian color model; Kubelka-Munk theory; color constancy; color images; colored object reflectance; differential geometry; illumination; measurement theory; multispectral imaging; photometric invariance; scale-space; Color; Colored noise; Geometry; Image edge detection; Image segmentation; Lighting; Photometry; Reflectivity; Robustness; Solid modeling;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/34.977559
  • Filename
    977559