Title :
Overt visual attention for a humanoid robot
Author :
Vijayakumar, Sethu ; Conradt, Jörg ; Shibata, Tomohiro ; Schaal, Stefan
Author_Institution :
Dept. of Comput. Sci. & Neurosci., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
The goal of our research is to investigate the interplay between oculomotor control, visual processing, and limb control in humans and primates by exploring the computational issues of these processes with a biologically inspired artificial oculomotor system on an anthropomorphic robot. In this paper, we investigate the computational mechanisms for visual attention in such a system. Stimuli in the environment excite a dynamical neural network that implements a saliency map, i.e., a winner-take-all competition between stimuli while simultaneously smoothing out noise and suppressing irrelevant inputs. In real-time, this system computes new targets for the shift of gaze, executed by the head-eye system of the robot. The redundant degrees-of-freedom of the head-eye system are resolved through a learned inverse kinematics with optimization criterion. We also address important issues how to ensure that the coordinate system of the saliency map remains correct after movement of the robot. The presented attention system is built on principled modules and generally applicable for any sensory modality
Keywords :
active vision; noise; redundancy; robot vision; anthropomorphic robot; computational mechanisms; dynamical neural network; gaze shift; head-eye system; humanoid robot; humans; irrelevant input suppression; learned inverse kinematics; limb control; noise; oculomotor control; optimization criterion; overt visual attention; primates; redundant degrees-of-freedom; saliency map; visual processing; winner-take-all competition; Anthropomorphism; Artificial neural networks; Biological control systems; Biology computing; Control systems; Humanoid robots; Humans; Process control; Robot kinematics; Smoothing methods;
Conference_Titel :
Intelligent Robots and Systems, 2001. Proceedings. 2001 IEEE/RSJ International Conference on
Conference_Location :
Maui, HI
Print_ISBN :
0-7803-6612-3
DOI :
10.1109/IROS.2001.976418