DocumentCode
382810
Title
Visual attention control for a legged mobile robot based on information criterion
Author
Mitsunaga, Noriaki ; Asada, Minoru
Author_Institution
Dept. of Adaptive Machine Syst., Osaka Univ., Japan
Volume
1
fYear
2002
fDate
2002
Firstpage
244
Abstract
Visual attention is one of the most important issues for a vision guided mobile robot. Methods have been proposed for visual attention control based on information criterion. However, the robot had to stop walking for observation and decision. This paper presents a method which enables observation and decision more efficiently and adaptively while it is walking. The method uses the expected information gain from future observations for attention control and action decision. It also proposes an image compensation method to handle the image changes due to the robot motion. Both are used to estimate observation probabilities from the observation while it is walking and then action probabilities are estimated from a decision tree based on the information criterion. The method is applied to a four legged robot. Discussions on the visual attention control in the method and the future issues are given.
Keywords
compensation; legged locomotion; motion compensation; robot vision; decision tree; four legged robot; image compensation method; information criterion; legged mobile robot; observation probability estimation; vision guided mobile robot; visual attention control; Adaptive systems; Cameras; Data mining; Decision making; Decision trees; Gain measurement; Legged locomotion; Mobile robots; Robot motion; Robot vision systems;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Robots and Systems, 2002. IEEE/RSJ International Conference on
Print_ISBN
0-7803-7398-7
Type
conf
DOI
10.1109/IRDS.2002.1041396
Filename
1041396
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