• DocumentCode
    2348971
  • Title

    Automatic estimation of the projected light source direction

  • Author

    Nillius, Peter ; Eklundh, Jan-Olof

  • Author_Institution
    Dept. of Numerical Anal. & Comput. Sci., R. Inst. of Technol., Stockholm, Sweden
  • Volume
    1
  • fYear
    2001
  • fDate
    2001
  • Abstract
    We present a fully automatic algorithm for estimating the projected light source direction from a single image. The requirement is that there exists a segment of an occluding contour of an object with locally Lambertian surface reflectance in the image. The algorithm consists of three stages. First a heuristic algorithm picks out potential occluding contours using color and edge information. Secondly, for each contour the light source direction is estimated using a shading model. In the final stage the results from the estimations are fused together in a Bayesian network to arrive at the most likely light source direction. The probabilistic model takes into account that the contours from the first stage might not be occluding contours. Using the same framework the contours are also classified as occluding or not. Experiments test the second stage, estimating the light source direction from an occluding contour, as well as the full algorithm.
  • Keywords
    Wigner distribution; belief networks; computer vision; extrapolation; hidden feature removal; Bayesian network; automatic estimation; fully automatic algorithm; heuristic algorithm; light source direction; locally Lambertian surface reflectance; occluding contour; occluding contours; probabilistic model; projected light source direction; Bayesian methods; Computer vision; Geometry; Image segmentation; Integrated circuit modeling; Laboratories; Light sources; Lighting; Numerical analysis; Shape;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision and Pattern Recognition, 2001. CVPR 2001. Proceedings of the 2001 IEEE Computer Society Conference on
  • ISSN
    1063-6919
  • Print_ISBN
    0-7695-1272-0
  • Type

    conf

  • DOI
    10.1109/CVPR.2001.990650
  • Filename
    990650