• DocumentCode
    2625422
  • Title

    Mimesis Scheme using a Monocular Vision System on a Humanoid Robot

  • Author

    Lee, Dongheui ; Nakamura, Yoshihiko

  • Author_Institution
    Dept. of Mechano-Informatics, Tokyo Univ.
  • fYear
    2007
  • fDate
    10-14 April 2007
  • Firstpage
    2162
  • Lastpage
    2168
  • Abstract
    Optical motion capturing systems are widely used to acquire human beings´ motion patterns in humanoid imitation learning research. However, optical motion capturing systems have a restricted movable area. This paper proposes the HMM based mimesis scheme using a monocular camera mounted on a humanoid. This scheme releases the restriction of movable area and enables imitation in daily life environments. Also, natural human-robot-interaction is expected during imitation. From two-dimensional image sequences of the demonstrator´s motion, the demonstrator´s pose and motion is estimated and recognized through the mimesis model and the humanoid generates its joint motor commands for imitation in 3D space. The feasibility of the proposed scheme is demonstrated by simulation.
  • Keywords
    biomimetics; hidden Markov models; humanoid robots; image sequences; man-machine systems; motion estimation; pose estimation; robot vision; 2D image sequence; 3D space; hidden Markov model; human-robot interaction; humanoid imitation learning; humanoid robot; mimesis scheme; monocular vision system; motion estimation; motion pattern; optical motion capturing system; partial observation; pose estimation; Biological system modeling; Cameras; Hidden Markov models; Human robot interaction; Humanoid robots; Image recognition; Image sequences; Machine vision; Multidimensional systems; Nonlinear optics; Multidimensional scaling; mimesis model; monocular vision; partial observations; proto-symbol;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Automation, 2007 IEEE International Conference on
  • Conference_Location
    Roma
  • ISSN
    1050-4729
  • Print_ISBN
    1-4244-0601-3
  • Electronic_ISBN
    1050-4729
  • Type

    conf

  • DOI
    10.1109/ROBOT.2007.363641
  • Filename
    4209405