Learning physics-based motion style with nonlinear inverse optimization
ACM SIGGRAPH 2005 Papers
Style translation for human motion
ACM SIGGRAPH 2005 Papers
Human action recognition using star skeleton
Proceedings of the 4th ACM international workshop on Video surveillance and sensor networks
Multifactor Gaussian process models for style-content separation
Proceedings of the 24th international conference on Machine learning
Gesture Recognition in Flow in the Context of Virtual Theater
IVA '08 Proceedings of the 8th international conference on Intelligent Virtual Agents
Gesture recognition in flow based on PCA and using multiagent system
Proceedings of the 2008 ACM symposium on Virtual reality software and technology
Automated detection of unusual events on stairs
Image and Vision Computing
Gesture recognition in flow based on PCA analysis using multiagent system
ACE '08 Proceedings of the 2008 International Conference on Advances in Computer Entertainment Technology
n-Mode Singular Vector Selection in Higher-Order Singular Value Decomposition
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
IEICE - Transactions on Information and Systems
Mode-kn factor analysis for image ensembles
IEEE Transactions on Image Processing
Coupled Visual and Kinematic Manifold Models for Tracking
International Journal of Computer Vision
Synthesis and editing of personalized stylistic human motion
Proceedings of the 2010 ACM SIGGRAPH symposium on Interactive 3D Graphics and Games
Modeling human locomotion with topologically constrained latent variable models
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Appearance-based action recognition in the tensor framework
CIRA'09 Proceedings of the 8th IEEE international conference on Computational intelligence in robotics and automation
A survey of multilinear subspace learning for tensor data
Pattern Recognition
Homeomorphic manifold analysis: learning decomposable generative models for human motion analysis
WDV'05/WDV'06/ICCV'05/ECCV'06 Proceedings of the 2005/2006 international conference on Dynamical vision
Recognition of gesture sequences in real-time flow, context of virtual theater
GW'09 Proceedings of the 8th international conference on Gesture in Embodied Communication and Human-Computer Interaction
Towards scalable view-invariant gait recognition: multilinear analysis for gait
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
EM-in-M: analyze and synthesize emotion in motion
IWICPAS'06 Proceedings of the 2006 Advances in Machine Vision, Image Processing, and Pattern Analysis international conference on Intelligent Computing in Pattern Analysis/Synthesis
Component-based locomotion composition
EUROSCA'12 Proceedings of the 11th ACM SIGGRAPH / Eurographics conference on Computer Animation
Component-based locomotion composition
Proceedings of the ACM SIGGRAPH/Eurographics Symposium on Computer Animation
Human gesture recognition on product manifolds
The Journal of Machine Learning Research
Most Tensor Problems Are NP-Hard
Journal of the ACM (JACM)
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Human motion is the composite consequence of multiple elements, including the action performed and a motion signature that captures the distinctive pattern of movement of a particular individual. We develop a new algorithm that is capable of extracting these motion elements and recombining them in novel ways. The algorithm analyzes motion data spanning multiple subjects performing different actions. The analysis yields a generative motion model that can synthesize new motions in the distinctive styles of these individuals. Our algorithms can also recognize people and actions from new motions by comparing motion signaturesand action parameters.