• DocumentCode
    2596340
  • Title

    Face tracking using color histograms and moment invariants

  • Author

    Junxiang, Gao ; Tong, Zhou ; Yong, Liu

  • Author_Institution
    Sch. of Inf. & Commun. Eng., Beijing Univ. of Posts & Telecommun., Beijing, China
  • fYear
    2009
  • fDate
    18-20 Oct. 2009
  • Firstpage
    519
  • Lastpage
    523
  • Abstract
    This paper presents a face-tracking algorithm based on particle filter framework. Firstly, a target state is obtained using conventional color histograms. Secondly, a tracking method is proposed on the basis of seven moment invariants, and another state vector is also computed using this approach. Furthermore, the weights of the two state vectors are computed according to Euclidean distance between the predictive state and the two states obtained in previous steps. Finally, the weighted average of the state vectors gives the exact state of the target. Experimental results over a set of real-world sequences show that the proposed method outperforms single-feature solution. In particular, the weakness of losing target is overcome, which improves the reliability and robustness of the tracker.
  • Keywords
    face recognition; image colour analysis; particle filtering (numerical methods); tracking; vectors; Euclidean distance; conventional color histograms; face tracking; moment invariants; particle filter framework; pattern recognition; state vector; Euclidean distance; Filtering; Histograms; Particle filters; Particle tracking; Pattern recognition; Robustness; State estimation; Target tracking; Telecommunication computing; face tracking; moment invariants; particle filter; pattern recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Broadband Network & Multimedia Technology, 2009. IC-BNMT '09. 2nd IEEE International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-4590-5
  • Electronic_ISBN
    978-1-4244-4591-2
  • Type

    conf

  • DOI
    10.1109/ICBNMT.2009.5347867
  • Filename
    5347867