• DocumentCode
    447369
  • Title

    Motion Compensated Background Filtering for Real Time Tracking in Moving Background Sequences

  • Author

    Knowles, Michael J. ; Spann, Michael

  • Author_Institution
    Electron., Electr. & Comput. Eng., Univ. of Birmingham
  • Volume
    2
  • fYear
    2005
  • fDate
    12-12 Oct. 2005
  • Firstpage
    1059
  • Lastpage
    1065
  • Abstract
    This paper describes a new approach to tracking independently moving objects from a moving camera. A background filtering approach is adapted to non-static backgrounds using a motion compensation scheme and gives reliable tracking at superior frame rates to previous approaches. A filtering and object detection system is then described which converts the object mask into a list of objects present in each frame. This list is then passed to a CONDENSATION based tracking system which forms the final stage of the process. Testing the algorithm reveals it is successful detecting and tracking moving objects against non-static backgrounds
  • Keywords
    image sequences; motion compensation; object detection; real-time systems; tracking filters; CONDENSATION based tracking system; motion compensated background filtering; moving background sequences; moving camera; moving object tracking; object detection system; object mask; real time tracking; Cameras; Filtering algorithms; Filters; Layout; Motion compensation; Motion estimation; Object detection; Testing; Tracking; Vehicles; CONDENSATION; Tracking; background filtering;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2005 IEEE International Conference on
  • Conference_Location
    Waikoloa, HI
  • Print_ISBN
    0-7803-9298-1
  • Type

    conf

  • DOI
    10.1109/ICSMC.2005.1571286
  • Filename
    1571286