A survey of advances in vision-based human motion capture and analysis
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Hierarchical Gaussian process latent variable models
Proceedings of the 24th international conference on Machine learning
Multifactor Gaussian process models for style-content separation
Proceedings of the 24th international conference on Machine learning
Vision-based human motion analysis: An overview
Computer Vision and Image Understanding
Topologically-constrained latent variable models
Proceedings of the 25th international conference on Machine learning
Computer Music Modeling and Retrieval. Sense of Sounds
An Evolutionary Approach for Learning Motion Class Patterns
Proceedings of the 30th DAGM symposium on Pattern Recognition
Staying Well Grounded in Markerless Motion Capture
Proceedings of the 30th DAGM symposium on Pattern Recognition
Dealing with Self-occlusion in Region Based Motion Capture by Means of Internal Regions
AMDO '08 Proceedings of the 5th international conference on Articulated Motion and Deformable Objects
Accurate Human Motion Capture Using an Ergonomics-Based Anthropometric Human Model
AMDO '08 Proceedings of the 5th international conference on Articulated Motion and Deformable Objects
Monocular 3D tracking of articulated human motion in silhouette and pose manifolds
Journal on Image and Video Processing - Anthropocentric Video Analysis: Tools and Applications
Tracking and recognizing actions of multiple hockey players using the boosted particle filter
Image and Vision Computing
People tracking and segmentation using spatiotemporal shape constraints
VNBA '08 Proceedings of the 1st ACM workshop on Vision networks for behavior analysis
Fast nonparametric belief propagation for real-time stereo articulated body tracking
Computer Vision and Image Understanding
View-Invariant Pose Recognition Using Multilinear Analysis and the Universum
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Pattern Recognition Letters
Learning Generative Models for Multi-Activity Body Pose Estimation
International Journal of Computer Vision
Multimodal Human Machine Interactions in Virtual and Augmented Reality
Multimodal Signals: Cognitive and Algorithmic Issues
Region-Based vs. Edge-Based Registration for 3D Motion Capture by Real Time Monoscopic Vision
MIRAGE '09 Proceedings of the 4th International Conference on Computer Vision/Computer Graphics CollaborationTechniques
Action-specific motion prior for efficient Bayesian 3D human body tracking
Pattern Recognition
Recognizing body poses using multilinear analysis and semi-supervised learning
Pattern Recognition Letters
Using Hierarchical Models for 3D Human Body-Part Tracking
SCIA '09 Proceedings of the 16th Scandinavian Conference on Image Analysis
A dynamic Bayesian approach to computational Laban shape quality analysis
Advances in Human-Computer Interaction
Three Dimensional Monocular Human Motion Analysis in End-Effector Space
EMMCVPR '09 Proceedings of the 7th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
3D Human Motion Tracking with a Coordinated Mixture of Factor Analyzers
International Journal of Computer Vision
International Journal of Computer Vision
Coupled Visual and Kinematic Manifold Models for Tracking
International Journal of Computer Vision
Optimization and Filtering for Human Motion Capture
International Journal of Computer Vision
Physics-Based Person Tracking Using the Anthropomorphic Walker
International Journal of Computer Vision
Gaussian Processes for Object Categorization
International Journal of Computer Vision
Tracking and classifying of human motions with Gaussian process annealed particle filter
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Shared latent dynamical model for human tracking from videos
MCAM'07 Proceedings of the 2007 international conference on Multimedia content analysis and mining
Using Gaussian processes for human tracking and action classification
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part I
Multi-activity tracking in LLE body pose space
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Modeling human locomotion with topologically constrained latent variable models
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Nonparametric density estimation with adaptive, anisotropic kernels for human motion tracking
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Tracking human pose with multiple activity models
Pattern Recognition
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Markerless human articulated tracking using hierarchical particle swarm optimisation
Image and Vision Computing
Multiple-activity human body tracking in unconstrained environments
AMDO'10 Proceedings of the 6th international conference on Articulated motion and deformable objects
Gaussian-like spatial priors for articulated tracking
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
International Conference on Multimodal Interfaces and the Workshop on Machine Learning for Multimodal Interaction
A two-stage dynamic model for visual tracking
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Learning GP-BayesFilters via Gaussian process latent variable models
Autonomous Robots
Human action recognition using a dynamic Bayesian action network with 2D part models
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
2D action recognition serves 3D human pose estimation
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Computer Vision and Image Understanding
Marker-based human motion capture in multiview sequences
EURASIP Journal on Advances in Signal Processing
Stick it articulated tracking using spatial rigid object priors
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Transfer latent variable model based on divergence analysis
Pattern Recognition
Predicting Articulated Human Motion from Spatial Processes
International Journal of Computer Vision
Two Distributed-State Models For Generating High-Dimensional Time Series
The Journal of Machine Learning Research
Probabilistic feature extraction from multivariate time series using spatio-temporal constraints
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
Data-driven importance distributions for articulated tracking
EMMCVPR'11 Proceedings of the 8th international conference on Energy minimization methods in computer vision and pattern recognition
Efficient and robust shape matching for model based human motion capture
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Real-time stylistic prediction for whole-body human motions
Neural Networks
Boundary fragment matching and articulated pose under occlusion
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
Estimating pose of articulated objects using low-level motion
Computer Vision and Image Understanding
Statistical gesture models for 3d motion capture from a library of gestures with variants
GW'09 Proceedings of the 8th international conference on Gesture in Embodied Communication and Human-Computer Interaction
Human attributes from 3D pose tracking
Computer Vision and Image Understanding
Dynamic kernel-based progressive particle filter for 3d human motion tracking
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part I
Video-based 3D motion capture through biped control
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Loose-limbed People: Estimating 3D Human Pose and Motion Using Non-parametric Belief Propagation
International Journal of Computer Vision
Natural metrics and least-committed priors for articulated tracking
Image and Vision Computing
A Self-Training Approach for Visual Tracking and Recognition of Complex Human Activity Patterns
International Journal of Computer Vision
Coupled Action Recognition and Pose Estimation from Multiple Views
International Journal of Computer Vision
Discriminative Appearance Models for Pictorial Structures
International Journal of Computer Vision
Spatial measures between human poses for classification and understanding
AMDO'12 Proceedings of the 7th international conference on Articulated Motion and Deformable Objects
Human context: modeling human-human interactions for monocular 3d pose estimation
AMDO'12 Proceedings of the 7th international conference on Articulated Motion and Deformable Objects
State of the Art Report on Video-Based Graphics and Video Visualization
Computer Graphics Forum
Efficient articulated trajectory reconstruction using dynamic programming and filters
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Data-Driven manifolds for outdoor motion capture
Proceedings of the 15th international conference on Theoretical Foundations of Computer Vision: outdoor and large-scale real-world scene analysis
Symmetry-driven accumulation of local features for human characterization and re-identification
Computer Vision and Image Understanding
3D motion estimation of human body from video with dynamic camera work
MPRSS'12 Proceedings of the First international conference on Multimodal Pattern Recognition of Social Signals in Human-Computer-Interaction
Tracking in object action space
Computer Vision and Image Understanding
Dynamic hand shape manifold embedding and tracking from depth maps
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Simultaneous particle tracking in multi-action motion models with synthesized paths
Image and Vision Computing
Two-layer dual gait generative models for human motion estimation from a single camera
Image and Vision Computing
Non-parametric hand pose estimation with object context
Image and Vision Computing
Computer Vision and Image Understanding
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We advocate the use of Gaussian Process Dynamical Models (GPDMs) for learning human pose and motion priors for 3D people tracking. A GPDM provides a lowdimensional embedding of human motion data, with a density function that gives higher probability to poses and motions close to the training data. With Bayesian model averaging a GPDM can be learned from relatively small amounts of data, and it generalizes gracefully to motions outside the training set. Here we modify the GPDM to permit learning from motions with significant stylistic variation. The resulting priors are effective for tracking a range of human walking styles, despite weak and noisy image measurements and significant occlusions.