• 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