• DocumentCode
    2696549
  • Title

    Realtime perception for catching a flying ball with a mobile humanoid

  • Author

    Birbach, Oliver ; Frese, Udo ; Bäuml, Berthold

  • Author_Institution
    DFKI, German Center for Artificial Intell., Bremen, Germany
  • fYear
    2011
  • fDate
    9-13 May 2011
  • Firstpage
    5955
  • Lastpage
    5962
  • Abstract
    This paper presents a realtime perception system for catching flying balls with DLR´s humanoid Rollin´ Justin. We use a two-staged bottom up approach in which we first detect balls as circles and feed these measurements into a multiple hypothesis tracker (MHT). The novel circle detection scheme works in realistic scenes without tuning parameters or background assumptions. We extend the classical multi-hypothesis tracking with prior information about the expected trajectories, therefore limiting the number of hypotheses in the first place. Since the robot starts moving while the ball is still tracked, the cameras shake heavily. A 6-DOF inertial measurements unit (IMU) is integrated to compensate this motion. Using ground-truth from a marker based tracking system we evaluate the metrical accuracy of the motion compensation as well as the tracker´s prediction accuracy while in motion.
  • Keywords
    cameras; humanoid robots; mobile robots; motion compensation; motion control; robot vision; target tracking; ball detection; camera; circle detection; flying ball catching; humanoid Rollin Justin; inertial measurements unit; marker based tracking system; metrical accuracy; mobile humanoid; motion compensation; multihypothesis tracking; multiple hypothesis tracker; prediction accuracy; realistic scene; realtime perception system; two-staged bottom up approach; Cameras; Detectors; Mobile robots; Robot vision systems; Tracking; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Automation (ICRA), 2011 IEEE International Conference on
  • Conference_Location
    Shanghai
  • ISSN
    1050-4729
  • Print_ISBN
    978-1-61284-386-5
  • Type

    conf

  • DOI
    10.1109/ICRA.2011.5980138
  • Filename
    5980138