• DocumentCode
    32244
  • Title

    A Stereo-Vision Based Object Tracking Approach at Roundabouts

  • Author

    Muffert, M. ; Pfeiffer, D. ; Franke, U.

  • Author_Institution
    RD/FFE, Daimler AG, Sindelfingen, Germany
  • Volume
    5
  • Issue
    2
  • fYear
    2013
  • fDate
    Summer 2013
  • Firstpage
    22
  • Lastpage
    32
  • Abstract
    This article presents a stereo-vision based system for the recognition of dangerous situations at roundabouts. To this end, we investigate the necessary field of view and viewing direction using videos taken by a panoramic camera. Using the insights of these tests, we build up a stereo-vision system. This system is based on the well established disparity estimation scheme semi-global matching and the recently introduced medium-level representation called Dynamic Stixel-World. This data is the input to compute a time-to-contact measure that makes explicit use of the roundabouts structural characteristics. This measure enables us to create a system for driver warning or possible automated intervention. Our empirical studies reveal that the warning decision correctly mimics human driver decisions in most roundabout scenarios.
  • Keywords
    computer vision; image matching; image representation; road traffic; stereo image processing; traffic engineering computing; video signal processing; disparity estimation scheme; driver intervention; driver warning; dynamic Stixel-World representation; medium-level representation; roundabout scenario; roundabouts structural characteristics; semi-global matching; stereo-vision based object tracking approach; time-to-contact measure; video; view field; viewing direction; Cameras; Estimation; Motion estimation; Stereo vision; Vehicle driving; Vehicle safety; Videos;
  • fLanguage
    English
  • Journal_Title
    Intelligent Transportation Systems Magazine, IEEE
  • Publisher
    ieee
  • ISSN
    1939-1390
  • Type

    jour

  • DOI
    10.1109/MITS.2013.2244934
  • Filename
    6507271