• DocumentCode
    1998657
  • Title

    A novel tracking-by-encoding scheme based on linear programming matching

  • Author

    Wang, Yang ; Zhang, Peng ; Liu, Zhen ; Li, Houqiang

  • Author_Institution
    Univ. of Sci. & Technol. of China, Hefei, China
  • fYear
    2011
  • fDate
    15-18 May 2011
  • Firstpage
    2629
  • Lastpage
    2632
  • Abstract
    In this paper, we present a new object tracking scheme. Different from conventional tracking process, the proposed method is combined with video encoding and can be easily embedded into video encoding system. The only information the tracker need is Summed Absolute Difference (SAD) generated by motion estimation during encoding. These SADs are used as soft votes in a fast Hough-Transform (HT) algorithm in parameter space of translation. This can be much faster than conventional tracking algorithm such as particle filter and more accurate than recent compress-domain approaches. Taking the advantage of HT, this approach is also robust to unstable camera, background moving and partial occlusion. The parameter space can be also extended to affine transform space with those soft votes to track scale change and partially rotation moving. We solve the latter multi-parameter problem by Linear Programming (LP) algorithm. The tracking result can also direct encoding behavior: detecting Region of Interest (ROI), adjusting QP, and etc.
  • Keywords
    Hough transforms; cameras; computer graphics; embedded systems; linear programming; motion estimation; object tracking; video coding; affine transform space; camera; fast Hough transform algorithm; linear programming matching; motion estimation; multiparameter problem; object tracking scheme; partial occlusion; particle filter; summed absolute difference; tracking process; tracking-by-encoding scheme; video encoding; Bismuth; Decoding; Encoding; Linear programming; Pixel; Robustness; Tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems (ISCAS), 2011 IEEE International Symposium on
  • Conference_Location
    Rio de Janeiro
  • ISSN
    0271-4302
  • Print_ISBN
    978-1-4244-9473-6
  • Electronic_ISBN
    0271-4302
  • Type

    conf

  • DOI
    10.1109/ISCAS.2011.5938144
  • Filename
    5938144