• DocumentCode
    2005137
  • Title

    A robust real-time face tracking algorithm

  • Author

    Qian, Richard J. ; Sezan, M. Ibrahim ; Matthews, Kristine E.

  • Author_Institution
    Sharp Labs. of America, Camas, WA, USA
  • Volume
    1
  • fYear
    1998
  • fDate
    4-7 Oct 1998
  • Firstpage
    131
  • Abstract
    This paper presents a statistics-based method for estimating the position and size of a face in a complex background. Face position and size are estimated based on robust statistical measurements which are derived from two one-dimensional histograms obtained by projecting the result of skin color filtering. The proposed algorithm also utilizes a linear Kalman filter and a simple nonlinear filter to perform smooth tracking and remove jitter. The algorithm has been implemented and tested under a wide range of real-world conditions. It has consistently provided performance which satisfies the following requirements: (1) the ability to automatically determine the initial position and size of a face and track it in a complex background; (2) is insensitive to partial occlusions and shadows; (3) is insensitive to face orientation and scale changes; and (4) is also insensitive to lighting condition changes. In addition, the algorithm is computationally simple so that it can be executed in real-time
  • Keywords
    Kalman filters; face recognition; filtering theory; image colour analysis; jitter; nonlinear filters; parameter estimation; statistical analysis; tracking filters; complex background; face orientation; face position estimation; face recognition; face size estimation; jitter removal; lighting condition changes; linear Kalman filter; nonlinear filter; one-dimensional histograms; partial occlusions; performance; robust real-time face tracking algorithm; robust statistical measurements; scale changes; shadows; skin color filtering; statistics-based method; Application software; Face detection; Filtering; Head; Human computer interaction; Jitter; Mobile communication; Robustness; Skin; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
  • Conference_Location
    Chicago, IL
  • Print_ISBN
    0-8186-8821-1
  • Type

    conf

  • DOI
    10.1109/ICIP.1998.723443
  • Filename
    723443