Overt visual attention for a humanoid robot
- 13 November 2002
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- Vol. 4, 2332-2337
- https://doi.org/10.1109/iros.2001.976418
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
This publication has 10 references indexed in Scilit:
- Learning inverse kinematicsPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2002
- Biomimetic gaze stabilization based on feedback-error-learning with nonparametric regression networksNeural Networks, 2001
- A saliency-based search mechanism for overt and covert shifts of visual attentionPublished by Elsevier ,2000
- Internal models for motor control and trajectory planningPublished by Elsevier ,2000
- Complex behavior by means of dynamical systems for an anthropomorphic robotNeural Networks, 1999
- A visual attention network for a humanoid robotPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1998
- Saccadic motor planning by integrating visual information and pre-information on neural dynamic fieldsBiological Cybernetics, 1995
- Visual-vestibular interaction in the control of head and eye movement: The role of visual feedback and predictive mechanismsProgress in Neurobiology, 1993
- Competition and Cooperation in Neural NetsPublished by Elsevier ,1977
- Dynamics of pattern formation in lateral-inhibition type neural fieldsBiological Cybernetics, 1977