• DocumentCode
    3419048
  • Title

    Real time color based particle filtering for object tracking with dual cache architecture

  • Author

    Der-Chun Cherng ; Sheng-Yan Yang ; Chun-Fu Shen ; Yan-Chen Lu

  • Author_Institution
    VATICS Inc., Taiwan
  • fYear
    2011
  • fDate
    Aug. 30 2011-Sept. 2 2011
  • Firstpage
    148
  • Lastpage
    153
  • Abstract
    Particle filtering framework is widely used on tracking applications. In surveillance systems, it often combines with color information to achieve visual object tracking. However, the resource usage of this framework, including memory bandwidth and operation cycles, is very intensive to make a low cost real time object tracking unattainable. In this paper, an efficient architecture of color based particle filtering tracking with dual cache is proposed. It utilizes a frame cache to reduce memory bandwidth of loading frame data, and a histogram cache to reduce operation cycles when constructing color histogram. The experimental results show that this architecture can improve the performance to real time on a high system specification.
  • Keywords
    image colour analysis; object tracking; particle filtering (numerical methods); dual cache architecture; loading frame data; real time color based particle filtering; surveillance systems; visual object tracking; Bandwidth; Color; Computer architecture; Estimation; Histograms; Image color analysis; Random access memory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Video and Signal-Based Surveillance (AVSS), 2011 8th IEEE International Conference on
  • Conference_Location
    Klagenfurt
  • Print_ISBN
    978-1-4577-0844-2
  • Electronic_ISBN
    978-1-4577-0843-5
  • Type

    conf

  • DOI
    10.1109/AVSS.2011.6027310
  • Filename
    6027310