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Variable duration motion texture for human motion modeling

  • Tianyu Huang*
  • , Fengxia Li
  • , Shouyi Zhan
  • , Jianyuan Min
  • *此作品的通讯作者
  • Beijing Institute of Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Statistical model is an effective method for character motion modeling. In this paper, a variable duration motion texture is proposed to represent complex human motion that is statistically similar to the original captured motion data. The motion texture is defined as a three-level structure with moton abstracts, motons and their distribution. The motion texture is modeled by a Semi-SLDS (Semi- Switching Linear Dynamic System), which provides an intuitive framework for describing the continuous but nonlinear dynamics of human motion. To explicitly incorporate duration modeling capability, the Semi-SLDS is adopted to improve SLDS by replacing the Markov switching layer with semi-Markov model. In addition, the proposed approach is proved flexible and effective by several motion applications, namely motion synthesis, motion recognition and motion compression.

源语言英语
主期刊名PRICAI 2006
主期刊副标题Trends in Artificial Intelligence - 9th Pacific Rim International Conference on Artificial Intelligence, Proceedings
出版商Springer Verlag
603-612
页数10
ISBN(印刷版)3540366679, 9783540366676
DOI
出版状态已出版 - 2006
活动9th Pacific Rim International Conference on Artificial Intelligence - Guilin, 中国
期限: 7 8月 200611 8月 2006

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
4099 LNAI
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议9th Pacific Rim International Conference on Artificial Intelligence
国家/地区中国
Guilin
时期7/08/0611/08/06

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