• DocumentCode
    2197106
  • Title

    Visual Target Tracking Based on Multiple Cues and Particle Filter

  • Author

    Liu, Guixi ; Fan, Chunyu ; Gao, Enke

  • Author_Institution
    Dept. of Autom., Xidian Univ., Xi´´an
  • fYear
    2006
  • fDate
    17-20 Dec. 2006
  • Firstpage
    1483
  • Lastpage
    1487
  • Abstract
    The problem of target tracking in video sequences is addressed in this paper. The framework we choose is particle filter which can deal with non-linear/non-Gaussian models effectively. A particle filter can create several hypotheses in state space by randomly sampling and evaluate the true state by weighing them respectively. Color is a powerful feature in target tracking, but with color only it may be difficult to distinguish the object from background when they have similar color distribution or the illumination varies. We try to conquer the problem by using multiple cues extracted from video sequences. Here the color information is fused with the motion information in particle filter. The fusion of these two kinds of information can make the tracking process more robust. Several tracking results are given to illustrate the effectiveness of our proposed method.
  • Keywords
    image colour analysis; image sequences; particle filtering (numerical methods); target tracking; video signal processing; color distribution; multiple cues; nonGaussian models; nonlinear models; particle filter; video sequences; visual target tracking; Biomimetics; Histograms; Lighting; Particle filters; Particle tracking; Robot vision systems; Robustness; State-space methods; Target tracking; Video sequences; imformation fusion; multiple cues; particle filters; target tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Biomimetics, 2006. ROBIO '06. IEEE International Conference on
  • Conference_Location
    Kunming
  • Print_ISBN
    1-4244-0570-X
  • Electronic_ISBN
    1-4244-0571-8
  • Type

    conf

  • DOI
    10.1109/ROBIO.2006.340148
  • Filename
    4142085