• DocumentCode
    3083450
  • Title

    Fast, reliable head tracking under varying illumination

  • Author

    La Cascia, Marco ; Sclaroff, Stan

  • Author_Institution
    Dept. of Comput. Sci., Boston Univ., MA, USA
  • Volume
    1
  • fYear
    1999
  • fDate
    1999
  • Abstract
    An improved technique for 3D head tracking under varying illumination conditions is proposed. The head is modeled as a texture mapped cylinder. Tracking is formulated as an image registration problem in the cylinder´s texture map image. To solve the registration problem in the presence of lighting variation and head motion, the residual error of registration is modeled as a linear combination of texture warping templates and orthogonal illumination templates. Fast and stable on-line tracking is then achieved via regularized weighted least squares minimization of the registration error. The regularization term tends to limit potential ambiguities that arise in the warping and illumination templates. Tracking does not require a precise initial of the model; the system is initialized automatically using a simple 2D face detector. The only assumption is that the target is facing the camera in the first frame of the sequence. Experiments in tracking are reported
  • Keywords
    computer vision; image registration; tracking; 3D head tracking; face detector; image registration; orthogonal illumination templates; regularization term; texture warping templates; weighted least squares minimization; Computer science; Detectors; Face detection; Head; Image motion analysis; Image registration; Least squares methods; Lighting; Optical sensors; Target tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision and Pattern Recognition, 1999. IEEE Computer Society Conference on.
  • Conference_Location
    Fort Collins, CO
  • ISSN
    1063-6919
  • Print_ISBN
    0-7695-0149-4
  • Type

    conf

  • DOI
    10.1109/CVPR.1999.787001
  • Filename
    787001