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
Link To Document :
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