Title :
Autonomous switching of top-down and bottom-up attention selection for vision guided mobile robots
Author :
Xu, Tingting ; Chenkov, Nikolay ; Kühnlenz, Kolja ; Buss, Martin
Author_Institution :
Inst. of Autom. Control Eng. (LSR), Tech. Univ. Munchen, Munich, Germany
Abstract :
In this paper an autonomous switching between two basic attention selection mechanisms, top-down and bottom-up, is proposed, substituting manual switching. This approach fills the gab in object search using conventional top-down biased bottom-up attention selection: the latter one fails, if a group of objects is searched whose appearances can not be uniquely described by low-level features used in bottom-up computation models. Two internal robot states, observing and operating, are included to determine the visual selection behavior. A vision guided mobile robot, equipped with an active stereo camera, is used to demonstrate our strategy and evaluate the performance experimentally.
Keywords :
mobile robots; robot vision; active stereo camera; autonomous switching; bottom-up attention selection; object search; top-down attention selection; vision guided mobile robots; visual selection behavior; Automatic control; Cameras; Computational modeling; Humans; Intelligent robots; Machine vision; Manuals; Mobile robots; Robot vision systems; USA Councils;
Conference_Titel :
Intelligent Robots and Systems, 2009. IROS 2009. IEEE/RSJ International Conference on
Conference_Location :
St. Louis, MO
Print_ISBN :
978-1-4244-3803-7
Electronic_ISBN :
978-1-4244-3804-4
DOI :
10.1109/IROS.2009.5354674