IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning and Classification of Complex Dynamics
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Probabilistic Exclusion Principle for Tracking Multiple Objects
International Journal of Computer Vision
Using middle level features for robust shape tracking
Pattern Recognition Letters
Action Reaction Learning: Automatic Visual Analysis and Synthesis of Interactive Behaviour
ICVS '99 Proceedings of the First International Conference on Computer Vision Systems
A Dynamic Bayesian Network Approach to Tracking Using Learned Switching Dynamic Models
HSCC '00 Proceedings of the Third International Workshop on Hybrid Systems: Computation and Control
Qualitative Multi-scale Feature Hierarchies for Object Tracking
SCALE-SPACE '99 Proceedings of the Second International Conference on Scale-Space Theories in Computer Vision
Multimodal Shape Tracking with Point Distribution Models
Proceedings of the 24th DAGM Symposium on Pattern Recognition
Detection and classification of motion boundaries
Eighteenth national conference on Artificial intelligence
Joint Probabilistic Techniques for Tracking Multi-Part Objects
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Articulated Model Based People Tracking Using Motion Models
ICMI '02 Proceedings of the 4th IEEE International Conference on Multimodal Interfaces
New sequential Monte Carlo methods for nonlinear dynamic systems
Statistics and Computing
Visual tracking and recognition using probabilistic appearance manifolds
Computer Vision and Image Understanding
Probabilistic Motion Estimation Based on Temporal Coherence
Neural Computation
Sequential mean field variational analysis of structured deformable shapes
Computer Vision and Image Understanding
Combining discriminative features to infer complex trajectories
ICML '06 Proceedings of the 23rd international conference on Machine learning
Model-Based Hand Tracking Using a Hierarchical Bayesian Filter
IEEE Transactions on Pattern Analysis and Machine Intelligence
A particle filter for joint detection and tracking of color objects
Image and Vision Computing
Partial Linear Gaussian Models for Tracking in Image Sequences Using Sequential Monte Carlo Methods
International Journal of Computer Vision
A real-time hand tracker using variable-length Markov models of behaviour
Computer Vision and Image Understanding
Mixed-state models for nonstationary multiobject activities
EURASIP Journal on Applied Signal Processing
Real-time 3-D human body tracking using learnt models of behaviour
Computer Vision and Image Understanding
Independent increment processes for human motion recognition
Computer Vision and Image Understanding
Simultaneous Facial Action Tracking and Expression Recognition in the Presence of Head Motion
International Journal of Computer Vision
How to make a simple and robust 3D hand tracking device using a single camera
ICCOMP'07 Proceedings of the 11th WSEAS International Conference on Computers
EURASIP Journal on Advances in Signal Processing
Contour graph based human tracking and action sequence recognition
Pattern Recognition
Machine Vision and Applications
Application of the Particle Filter for Simple Gesture Recognition
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Automated detection of unusual events on stairs
Image and Vision Computing
Learning Generative Models for Multi-Activity Body Pose Estimation
International Journal of Computer Vision
New Integrated Framework for Video Based Moving Object Tracking
Proceedings of the 13th International Conference on Human-Computer Interaction. Part III: Ubiquitous and Intelligent Interaction
Using the marginalised particle filter for real-time visual-inertial sensor fusion
ISMAR '08 Proceedings of the 7th IEEE/ACM International Symposium on Mixed and Augmented Reality
Real-time Visual Tracker by Stream Processing
Journal of Signal Processing Systems
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Visual tracking and recognition using probabilistic appearance manifolds
Computer Vision and Image Understanding
Sequential mean field variational analysis of structured deformable shapes
Computer Vision and Image Understanding
2D multi-person tracking: a comparative study in AMI meetings
CLEAR'06 Proceedings of the 1st international evaluation conference on Classification of events, activities and relationships
Estimation of distributed hybrid systems Using particle filtering methods
HSCC'03 Proceedings of the 6th international conference on Hybrid systems: computation and control
A study on the gesture recognition based on the particle filter
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part I
Computer Vision and Image Understanding
Robust infants face tracking using active appearance models: a mixed-state condensation approach
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
Tracking human pose with multiple activity models
Pattern Recognition
Eye/eyes tracking based on a unified deformable template and particle filtering
Pattern Recognition Letters
Joint tracking and locomotion state recognition of C. elegans from time-lapse image sequences
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
A color-based particle filter for multiple object tracking in an outdoor environment
Artificial Life and Robotics
Multiple-activity human body tracking in unconstrained environments
AMDO'10 Proceedings of the 6th international conference on Articulated motion and deformable objects
Goal-based trajectory analysis for unusual behaviour detection in intelligent surveillance
Image and Vision Computing
Switching observation models for contour tracking in clutter
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Video-based face recognition using probabilistic appearance manifolds
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Tracking appearances with occlusions
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
WDV'05/WDV'06/ICCV'05/ECCV'06 Proceedings of the 2005/2006 international conference on Dynamical vision
Automation of virtual interview system using the gesture recognition of particle filter
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
Recognition of deictic gestures for wearable computing
GW'05 Proceedings of the 6th international conference on Gesture in Human-Computer Interaction and Simulation
Exemplar-Based human contour tracking
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
A hierarchical system for recognition, tracking and pose estimation
MLMI'04 Proceedings of the First international conference on Machine Learning for Multimodal Interaction
Object detection with multiple motion models
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Multi-person tracking in meetings: a comparative study
MLMI'06 Proceedings of the Third international conference on Machine Learning for Multimodal Interaction
Implementation of interactive interview system using hand gesture recognition
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
Multiple objects tracking method based on particle filter
CSECS'11/MECHANICS'11 Proceedings of the 10th WSEAS international conference on Circuits, Systems, Electronics, Control & Signal Processing, and Proceedings of the 7th WSEAS international conference on Applied and Theoretical Mechanics
Multiple human tracking in high-density crowds
Image and Vision Computing
Object joint detection and tracking using adaptive multiple motion models
The Visual Computer: International Journal of Computer Graphics
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There is considerable interest in the computer vision community in representing and modelling motion. Motion models are use d as predictors to increase the robustness and accuracy of visual trackers, and as classifiers for gesture recognition. This paper presents a significant development of random sampling methods to allow automatic switching between multiple motion models as a natural extension of the tracking process. The Bayesian mixed-state framework is described in its generality, and the example of a bouncing ball is used to demonstrate that a mixed-state model can significantly improve tracking performance in heavy clutter. The relevance of the approach to the problem of gesture recognition is then investigated using a tracker which is able to follow the natural drawing action of a hand holding a pen, and switches state according to the hand's motion.