• DocumentCode
    3149811
  • Title

    An interval based representation of occupancy information for driver assistance systems

  • Author

    Weiherer, Tobias ; Bouzouraa, Sayed ; Hofmann, Ulrich

  • Author_Institution
    Lehrstuhl fuer Datenverarbeitung, Tech. Univ. Muenchen, Muenchen, Germany
  • fYear
    2013
  • fDate
    6-9 Oct. 2013
  • Firstpage
    21
  • Lastpage
    27
  • Abstract
    Future Advanced Driver Assistance Systems (ADAS) require detailed information about occupancy states in the vehicle´s local environment. In contrast to widespread occupancy grids, this information should be represented in a compact, scalable and easy-to-interpret data structure. In this paper, we show how occupancy probabilities can efficiently be represented in our 2D Interval Map framework. The basic idea of this approach is to discretize the vehicle´s environment only in longitudinal direction and to avoid quantization errors in lateral direction by storing continuous values. In order to correctly deal with dynamic obstacles in ADAS scenarios, the map also interacts with a model based object tracking. The comparison of our experimental results to a ground truth illustrates the differences of grid and interval based environment representations. A tested collision avoidance function yields similar results for both representations, while computation times and memory requirements are substantially improved by the application of the 2D Interval Map.
  • Keywords
    collision avoidance; driver information systems; object tracking; 2D interval map framework; ADAS; advanced driver assistance systems; collision avoidance function; dynamic obstacles; interval based representation; longitudinal direction; model based object tracking; occupancy grid; occupancy information; vehicle local environment; Integrated circuits; Noise; Sensors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Transportation Systems - (ITSC), 2013 16th International IEEE Conference on
  • Conference_Location
    The Hague
  • Type

    conf

  • DOI
    10.1109/ITSC.2013.6728205
  • Filename
    6728205