• DocumentCode
    2878578
  • Title

    Using temporal integration for tracking regions in traffic monitoring sequences

  • Author

    Badenas, J. ; Sanchiz, J.M. ; Pla, F.

  • Author_Institution
    Dept. de Inf., Jaume I Univ., Castellon, Spain
  • Volume
    3
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    1125
  • Abstract
    This paper describes a method for tracking regions in image sequences. Regions segmented from each frame by a motion segmentation technique are matched by using a relaxation procedure. Matching is based on measuring the similarity of the regions from the current frame and a list of regions corresponding to objects. A Kalman filter is used in order to estimate motion parameters. This filter uses a kinematic model which considers varying acceleration. This assumption allows the system to model the movement when objects are approaching the camera. The tracking method presented here has been successfully applied to traffic monitoring tasks, where it connects to other two computer vision based modules: motion segmentation and temporal integration
  • Keywords
    Kalman filters; computer vision; computerised monitoring; filtering theory; image matching; image segmentation; image sequences; kinematics; motion estimation; optical tracking; relaxation theory; road traffic; traffic engineering computing; Kalman filter; computer vision based modules; image sequence region tracking; kinematic model; motion parameter estimation; motion segmentation; region similarity measurement; relaxation procedure; temporal integration; traffic monitoring sequences; varying acceleration; Acceleration; Computer vision; Current measurement; Filters; Image segmentation; Image sequences; Kinematics; Motion estimation; Motion segmentation; Parameter estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 2000. Proceedings. 15th International Conference on
  • Conference_Location
    Barcelona
  • ISSN
    1051-4651
  • Print_ISBN
    0-7695-0750-6
  • Type

    conf

  • DOI
    10.1109/ICPR.2000.903743
  • Filename
    903743