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.
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;
Conference_Titel :
Robotics and Automation, 2007 IEEE International Conference on
Conference_Location :
Roma
Print_ISBN :
1-4244-0601-3
Electronic_ISBN :
1050-4729
DOI :
10.1109/ROBOT.2007.363641