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
Link To Document :
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