Symposium on Computer Animation · 2008 · 107 citations · 31 references
ComputingData ScienceData StructuresData VisualizationTime Series AnalysisDynamic Time WarpingMotif DiscoveryMotion AnalysisMotion CaptureMovement PatternsSequence Pattern RecognitionAnimation Data CompressionCompressionMotif Representation LearningMotion Capture AnalysisMotion Capture Data RepresentationMotion CompressionMotion Data CompressionSimilar Motion
We present a technique to automatically distill a motion-motif graph from an arbitrary collection of motion capture data. Motion motifs represent clusters of similar motions and together with their encompassing motion graph they lend understandable structure to the contents and connectivity of large motion datasets. They can be used in support of motion compression, the removal of redundant motions, and the creation of blend spaces. This paper develops a string-based motif-finding algorithm which allows for a user-controlled compromise between motif length and the number of motions in a motif. It allows for time warps within motifs and assigns the majority of the input data to relevant motifs. Results are demonstrated for large datasets (more than 100,000 frames) with computation times of tens of minutes.
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A symbolic representation of time series, with implications for streaming algorithms
Jessica Lin, Eamonn Keogh, Stefano Lonardi et al. · 2003 · 1.8K citations
Lucas Kovar, Michael Gleicher, Frédéric Pighin · 2008 · 1.1K citations
Interactive control of avatars animated with human motion data
Jehee Lee, Jinxiang Chai, Paul S. A. Reitsma et al. · 2002 · 867 citations
Matthew Brand, Aaron Hertzmann · 2000 · 703 citations