NDLI: A Three-level Motion Texture for Human Motion Modeling

Content Provider	IEEE Xplore Digital Library
Author	Tianyu Huang Fengxia Li Shouyi Zhan
Copyright Year	2006
Description	Author affiliation: Sch. of Comput. Sci. & Technol., Beijing Inst. of Technol. (Tianyu Huang; Fengxia Li; Shouyi Zhan)
Abstract	A three-level motion texture is proposed to model complex human motion that is statistically similar to the original motion data. The three-level structure, namely moton index, moton and moton distribution, is defined to synthesize motions. To describe the continuous and nonlinear dynamics of human motion, the motion texture is modeled by a non-stationary switching linear dynamic system (NS-SLDS), which improves the switching linear dynamic system (SLDS) by non-stationary functions. A BSK-tree (binary key-pose splitting tree) retrieval method applied in motons supplies the ability to access data in frame-level. Thus the motion texture can be manipulated at three different levels, by retrieving key-frame in specific moton, by changing the details of a specific motion at the moton-level and by designing a new choreography at the distribution-level. In motion synthesis experiments, the proposed approach was proved flexible and effective
Starting Page	2270
Ending Page	2275
File Size	7039858
Page Count	6
File Format	PDF
ISBN	1424402581
DOI	10.1109/IROS.2006.282631
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2006-10-09
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Humans Nonlinear dynamical systems Superluminescent diodes Speech synthesis Animation Computer vision Hidden Markov models Intelligent robots Computer science Information retrieval KBS-tree motion texture moton NS-SLDS
Content Type	Text
Resource Type	Article

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