• DocumentCode
    1463488
  • Title

    Adaptive template matching algorithm based on swad for robust target tracking

  • Author

    Di Caterina, Gaetano ; Soraghan, John J.

  • Author_Institution
    Dept. of Electron. & Electr. Eng., Strathclyde Univ., Glasgow, UK
  • Volume
    48
  • Issue
    5
  • fYear
    2012
  • Firstpage
    261
  • Lastpage
    262
  • Abstract
    The sum of absolute differences (SAD) is widely used in video coding and disparity computation for its simplicity. However, SAD is not very common in tracking applications owing to issues like partial occlusion and target changes, which can dramatically affect its performance. Presented is a novel adaptive template matching algorithm for target tracking, based on a sum of weighted absolute differences (SWAD). The target template is updated using an infinite impulse response filter, while a weighting kernel is adopted to reduce the effects of partial occlusion. Simulation results demonstrate that the proposed tracker outperforms conventional SAD in terms of efficiency and accuracy, and its performance is comparable with more complex trackers, such as the mean shift algorithm.
  • Keywords
    IIR filters; image matching; target tracking; SWAD; adaptive template matching algorithm; disparity computation; infinite impulse response filter; mean shift algorithm; partial occlusion; robust target tracking; sum-of-weighted absolute differences; target changes; target template; video coding; weighting kernel;
  • fLanguage
    English
  • Journal_Title
    Electronics Letters
  • Publisher
    iet
  • ISSN
    0013-5194
  • Type

    jour

  • DOI
    10.1049/el.2011.3888
  • Filename
    6164314