Variational Maximum A Posteriori by Annealed Mean Field Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recovering Articulated Pose: A Comparison of Two Pre and Postimposed Constraint Methods
IEEE Transactions on Pattern Analysis and Machine Intelligence
Sequential mean field variational analysis of structured deformable shapes
Computer Vision and Image Understanding
Kinematic sets for real-time robust articulated object tracking
Image and Vision Computing
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
Multiple Collaborative Kernel Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
Spatio-temporal graphical-model-based multiple facial feature tracking
EURASIP Journal on Applied Signal Processing
Multimodal human-computer interaction: A survey
Computer Vision and Image Understanding
EURASIP Journal on Applied Signal Processing
A decentralized probabilistic approach to articulated body tracking
Computer Vision and Image Understanding
Model based human motion tracking using probability evolutionary algorithm
Pattern Recognition Letters
Structure Restriction for Tracking Through Multiple Views and Occlusions
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
MIAR '08 Proceedings of the 4th international workshop on Medical Imaging and Augmented Reality
Fast nonparametric belief propagation for real-time stereo articulated body tracking
Computer Vision and Image Understanding
Mean field approach for tracking similar objects
Computer Vision and Image Understanding
Sequential mean field variational analysis of structured deformable shapes
Computer Vision and Image Understanding
Tracking by parts: a Bayesian approach with component collaboration
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Silhouette representation and matching for 3D pose discrimination - A comparative study
Image and Vision Computing
2D Articulated Pose Tracking Using Particle Filter with Partitioned Sampling and Model Constraints
Journal of Intelligent and Robotic Systems
Trajectory-based representation of human actions
ICMI'06/IJCAI'07 Proceedings of the ICMI 2006 and IJCAI 2007 international conference on Artifical intelligence for human computing
Cyclic articulated human motion tracking by sequential ancestral simulation
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Augmenting hand animation with three-dimensional secondary motion
Proceedings of the 2010 ACM SIGGRAPH/Eurographics Symposium on Computer Animation
Discriminative tracking by metric learning
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Particle filtering with factorized likelihoods for tracking facial features
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Pursuing atomic video words by information projection
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Affine warp propagation for fast simultaneous modelling and tracking of articulated objects
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Editors Choice Article: Tracking highly correlated targets through statistical multiplexing
Image and Vision Computing
Three-dimensional proxies for hand-drawn characters
ACM Transactions on Graphics (TOG)
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
Probability evolutionary algorithm based human body tracking
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Multimodal human computer interaction: a survey
ICCV'05 Proceedings of the 2005 international conference on Computer Vision in Human-Computer Interaction
Articulated body tracking using dynamic belief propagation
ICCV'05 Proceedings of the 2005 international conference on Computer Vision in Human-Computer Interaction
Visual hand tracking using nonparametric sequential belief propagation
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
An accelerated human motion tracking system based on voxel reconstruction under complex environments
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Loose-limbed People: Estimating 3D Human Pose and Motion Using Non-parametric Belief Propagation
International Journal of Computer Vision
Multimodal behavioral analysis for non-invasive stress detection
Expert Systems with Applications: An International Journal
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A new method for visual tracking of articulated objectsis presented. Analyzing articulated motion is challengingbecause the dimensionality increase potentially demandstremendous increase of computation. To ease this problem,we propose an approach that analyzes subparts locallywhile reinforcing the structural constraints at the meantime. The computational model of the proposed approachis based on a dynamic Markov network, a generative modelwhich characterizes the dynamics and the image observationsof each individual subpart as well as the motion constraintsamong different subparts. Probabilistic variationalanalysis of the model reveals a mean field approximationto the posterior densities of each subparts given visual evidence,and provides a computationally efficient way forsuch a difficult Bayesian inference problem. In addition,we design mean field Monte Carlo (MFMC) algorithms, inwhich a set of low dimensional particle filters interact witheach other and solve the high dimensional problem collaboratively.Extensive experiments on tracking human bodyparts demonstrate the effectiveness, significance and computationalefficiency of the proposed method.