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
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