• DocumentCode
    3088960
  • Title

    Robust Adaptive Patch-Based Object Tracking Using Weighted Vector Median Filters

  • Author

    Dihl, Leandro ; Jung, Cláudio R. ; Bins, José

  • fYear
    2011
  • fDate
    28-31 Aug. 2011
  • Firstpage
    149
  • Lastpage
    156
  • Abstract
    This paper presents a novel patch-based approach for object tracking robust to partial and short-time total occlusions. Initially, the original template is divided into rectangular sub regions (patches), and each patch is tracked independently. The displacement of the whole template is obtained using a weighted vector median filter that combines the displacement of each patch and also a predicted displacement computed based on the previous frames. An updating scheme is also applied to cope with appearance changes of the template. Experimental results indicate that the proposed scheme is robust to partial and short-time total occlusions, presenting a good compromise between accuracy and execution time when compared to other competitive approaches.
  • Keywords
    computer graphics; median filters; object tracking; competitive approach; patch displacement; rectangular subregion; robust adaptive patch-based object tracking; short-time total occlusion; template change; updating scheme; weighted vector median filter; Covariance matrix; Histograms; Robustness; Target tracking; Vectors; Video sequences; Bhattacharyya Distance; Multiple patches; Object tracking; Occlusion; Weighted Vector Median Filter;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Graphics, Patterns and Images (Sibgrapi), 2011 24th SIBGRAPI Conference on
  • Conference_Location
    Maceio, Alagoas
  • Print_ISBN
    978-1-4577-1674-4
  • Type

    conf

  • DOI
    10.1109/SIBGRAPI.2011.29
  • Filename
    6134726