Multi-Mode Representation of Motion Data
In proceedings of The 2nd International Conference on Computer Graphics Theory and Applications (GRAPP 2007), Volume AS/IE, Barcelona, Spain, pages 21-29, INSTICC Press, Mar. 2007
Presented at The 2nd International Conference on Computer Graphics Theory and Applications (GRAPP 2007)
Abstract
We investigate the use of multi-linear models to represent human motion data. We show that naturally occurring modes in several classes of motion can be used to efficiently represent the motions for various animation tasks, such as dimensionality reduction or synthesis of new motions by morphing. We show that especially for the approximations of motions by few components the reduction based on a multi-linear model can be considerably better than one obtained by principal component analysis (PCA).
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Bibtex
@INPROCEEDINGS{krueger-2007-multi-mode,
author = {Kr{\"u}ger, Bj{\"o}rn and Tautges, Jochen and Weber, Andreas},
pages = {21--29},
title = {Multi-Mode Representation of Motion Data},
booktitle = {The 2nd International Conference on Computer Graphics Theory and Applications (GRAPP 2007), Volume
AS/IE},
year = {2007},
month = mar,
publisher = {INSTICC Press},
location = {Barcelona, Spain},
abstract = {We investigate the use of multi-linear models to represent human motion
data. We show that naturally occurring
modes in several classes of motion can be used to efficiently represent
the motions for various animation
tasks, such as dimensionality reduction or synthesis of new motions by
morphing. We show that especially
for the approximations of motions by few components the reduction based
on a multi-linear model can be
considerably better than one obtained by principal component analysis (PCA).},
isbn = {978-972-8865-72-6},
conference = {The 2nd International Conference on Computer Graphics Theory and Applications (GRAPP 2007)}
}