EM-in-M: Analyze and synthesize emotion in motion

Yuichi Kobayashi*, Jun Ohya

*この研究の対応する著者

研究成果: Conference contribution

1 被引用数 (Scopus)

抄録

We have been researching the relationship between human motion and emotion. In this paper, our purpose is to extract motion features specific to each emotion. We propose a new approach for motion data analysis, which applies the higher order Singular Value Decomposition(HOSVD) direct to the motion data and the wavelet analysis to the synthesized data with SVD. The HOSVD models the mapping between persons and emotions. The model can synthesize a complete data acting with each emotion for a given new person. The wavelet analysis extracts each motion feature from the synthesized data for each emotion. Some experimental results using motion capture data for "gait" action and 6 emotions - "angry, joy, sad and so on" show that our method can synthesize novel gait motions for a person by using the extracted motion elements and can extract some features specific to each emotion.

本文言語English
ホスト出版物のタイトルAdvances in Machine Vision, Image Processing, and Pattern Analysis - International Workshop on Intelligent Computing in Pattern Analysis/Synthesis, IWICPAS 2006, Proceedings
出版社Springer Verlag
ページ135-143
ページ数9
ISBN(印刷版)354037597X, 9783540375975
DOI
出版ステータスPublished - 2006 1 1
イベントInternational Workshop on Intelligent Computing in Pattern Analysis/Synthesis, IWICPAS 2006 - Xi'an, China
継続期間: 2006 8 262006 8 27

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
4153 LNCS
ISSN(印刷版)0302-9743
ISSN(電子版)1611-3349

Conference

ConferenceInternational Workshop on Intelligent Computing in Pattern Analysis/Synthesis, IWICPAS 2006
国/地域China
CityXi'an
Period06/8/2606/8/27

ASJC Scopus subject areas

  • 理論的コンピュータサイエンス
  • コンピュータ サイエンス(全般)

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