Title :
Autonomous Behavior-Based Switched Top-Down and Bottom-Up Visual Attention for Mobile Robots
Author :
Xu, Tingting ; Kühnlenz, Kolja ; Buss, Martin
Author_Institution :
Inst. of Autom. Control Eng., Tech. Univ. Munchen, Munich, Germany
Abstract :
In this paper, autonomous switching between two basic attention selection mechanisms, i.e., top-down and bottom-up, is proposed. This approach fills a gap in object search using conventional top-down biased bottom-up attention selection, which fails, if a group of objects is searched whose appearances cannot be uniquely described by low-level features used in bottom-up computational models. Three internal robot states, such as observing, operating, and exploring, 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. This approach facilitates adaptations of visual behavior to different internal robot states and benefits further development toward cognitive visual perception in the robotics domain.
Keywords :
mobile robots; robot vision; visual perception; active stereo camera; autonomous behavior-based switched bottom-up visual attention; autonomous behavior-based switched top-down visual attention; cognitive visual perception; conventional top-down biased bottom-up attention selection; exploring; internal robot states; object search; observing; operating; vision-guided mobile robot; Pixel; Robot kinematics; Search problems; Switches; Uncertainty; Visualization; Vision-guided robotics; visual attention control;
Journal_Title :
Robotics, IEEE Transactions on
DOI :
10.1109/TRO.2010.2062571