• DocumentCode
    1413561
  • Title

    Tracking visible boundary of objects using occlusion adaptive motion snake

  • Author

    Fu, Yue ; Erdem, A. Tanju ; Tekalp, A. Murat

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Rochester Univ., NY, USA
  • Volume
    9
  • Issue
    12
  • fYear
    2000
  • fDate
    12/1/2000 12:00:00 AM
  • Firstpage
    2051
  • Lastpage
    2060
  • Abstract
    We propose a novel technique for tracking the visible boundary of a video object in the presence of occlusion. Starting with an initial contour that is interactively specified by the user and may be automatically refined by using intra-energy terms, the proposed technique employs piecewise contour prediction using local motion and color information on both sides of the contour segment, and contour snapping using scale-invariant intra-frame and inter-frame energy terms. The piecewise (segmented) nature of the contour prediction scheme and modeling of the motion on both sides of each contour segment enable accurate determination of whether and where the tracked boundary is occluded by another object. The proposed snake energy terms are associated with contour segments (as opposed to node points) and they are scale/resolution independent to allow multi-resolution contour tracking without the need to retune the weights of the energy terms at each resolution level. This facilitates contour prediction at coarse resolution and snapping at fine resolution with high accuracy. Experimental results are provided to illustrate the performance of the proposed occlusion detection algorithm and the novel snake energy terms that enable visible boundary tracking in the presence of occlusion.
  • Keywords
    adaptive signal processing; edge detection; image motion analysis; image segmentation; tracking; video signal processing; coarse resolution; color information; contour; contour prediction scheme; contour segment; contour snapping; interframe energy terms; intra-energy terms; local motion; multi-resolution contour tracking; occlusion adaptive motion snake; occlusion detection algorithm; piecewise contour prediction; scale-invariant intraframe energy terms; snake energy terms; video object; visible boundary; visible boundary tracking; Active contours; Detection algorithms; Energy resolution; Image coding; Motion detection; Object segmentation; Predictive models; Tracking; Video compression; Visual effects;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/83.887973
  • Filename
    887973