Presentation 2002/12/10
HMM-Based Synthesis of Hand-Gesture Animation
Tetsuo HAOKA, Takashi MASUKO, Takao KOBAYASHI,
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Abstract(in English) This paper describes a method for generating 3D computer graphics animation of hand-gesture using a parameter generation algorithm based on hidden Markov model (HMM). The purpose of this study is to generate motion of gestures represented by a label sequence. Each label represents a basic motion pattern of the hand, which is modeled by an HMM. When modeling a basic motion pattern by HMM, gesture data, which are parameter sequences of a physical model of the hand, recorded using motion-capturing are used as training samples. Then, given a label sequence, an HMM is composed by concatenating HMMs in the order according to the label sequence, and then a gesture is generated from the composed HMM in a maximum-likelihood sense and put into a computer graphics animation. Smoothness of the synthetic gesture can be achieved by using statistics of static and dynamic features modeled by HMMs. An experimental result shows the effectiveness of this synthesis method.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) HMM / gesture / animation / hand-gesture synthesis
Paper # IE2002-129
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Committee IE
Conference Date 2002/12/10(1days)
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Paper Information
Registration To Image Engineering (IE)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) HMM-Based Synthesis of Hand-Gesture Animation
Sub Title (in English)
Keyword(1) HMM
Keyword(2) gesture
Keyword(3) animation
Keyword(4) hand-gesture synthesis
1st Author's Name Tetsuo HAOKA
1st Author's Affiliation Interdisciplinary Graduate School of Science and Engineering, Tokyo Institute of Technology()
2nd Author's Name Takashi MASUKO
2nd Author's Affiliation Interdisciplinary Graduate School of Science and Engineering, Tokyo Institute of Technology
3rd Author's Name Takao KOBAYASHI
3rd Author's Affiliation Interdisciplinary Graduate School of Science and Engineering, Tokyo Institute of Technology
Date 2002/12/10
Paper # IE2002-129
Volume (vol) vol.102
Number (no) 519
Page pp.pp.-
#Pages 6
Date of Issue