Title :
Towards joint attention for a domestic service robot - person awareness and gesture recognition using Time-of-Flight cameras
Author :
Droeschel, David ; Stückler, Jörg ; Holz, Dirk ; Behnke, Sven
Author_Institution :
Autonomous Intell. Syst. Group, Univ. of Bonn, Bonn, Germany
Abstract :
Joint attention between a human user and a robot is essential for effective human-robot interaction. In this work, we propose an approach to person awareness and to the perception of showing and pointing gestures for a domestic service robot. In contrast to previous work, we do not require the person to be at a predefined position, but instead actively approach and orient towards the communication partner. For perceiving showing and pointing gestures and for estimating the pointing direction a Time-of-Flight camera is used. Estimated pointing directions and shown objects are matched to objects in the robot´s environment. Both the perception of showing and pointing gestures as well as the accurary of estimated pointing directions have been evaluated in a set of different experiments. The results show that both gestures are adequatly perceived by the robot. Furthermore, our system achieves a higher accuracy in estimating the pointing direction than is reported in the literature for a stereo-based system. In addition, the overall system has been successfully tested in two international RoboCup@Home competitions and the 2010 ICRA Mobile Manipulation Challenge.
Keywords :
gesture recognition; human-robot interaction; service robots; domestic service robot person awareness; gesture recognition; human-robot interaction; stereo-based system; time-of-flight cameras; Cameras; Face; Humans; Image segmentation; Robot vision systems;
Conference_Titel :
Robotics and Automation (ICRA), 2011 IEEE International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-386-5
DOI :
10.1109/ICRA.2011.5980067