Towards model-based recognition of human movements in image sequences
CVGIP: Image Understanding
Visual learning and recognition of 3-D objects from appearance
International Journal of Computer Vision
Pyramid-based texture analysis/synthesis
SIGGRAPH '95 Proceedings of the 22nd annual conference on Computer graphics and interactive techniques
Fast multiresolution image querying
SIGGRAPH '95 Proceedings of the 22nd annual conference on Computer graphics and interactive techniques
Adapting simulated behaviors for new characters
Proceedings of the 24th annual conference on Computer graphics and interactive techniques
Multiresolution sampling procedure for analysis and synthesis of texture images
Proceedings of the 24th annual conference on Computer graphics and interactive techniques
Probabilistic Visual Learning for Object Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Minimax entropy principle and its application to texture modeling
Neural Computation
A Simple Algorithm for Nearest Neighbor Search in High Dimensions
IEEE Transactions on Pattern Analysis and Machine Intelligence
Retargetting motion to new characters
Proceedings of the 25th annual conference on Computer graphics and interactive techniques
CONDENSATION—Conditional Density Propagation forVisual Tracking
International Journal of Computer Vision
Parameterized modeling and recognition of activities
Computer Vision and Image Understanding
Physically based motion transformation
Proceedings of the 26th annual conference on Computer graphics and interactive techniques
Learned Models for Estimation of Rigid and ArticulatedHuman Motion from Stationary or Moving Camera
International Journal of Computer Vision
Proceedings of the 27th annual conference on Computer graphics and interactive techniques
Sampling plausible solutions to multi-body constraint problems
Proceedings of the 27th annual conference on Computer graphics and interactive techniques
Fast texture synthesis using tree-structured vector quantization
Proceedings of the 27th annual conference on Computer graphics and interactive techniques
Proceedings of the 27th annual conference on Computer graphics and interactive techniques
A Parametric Texture Model Based on Joint Statistics of Complex Wavelet Coefficients
International Journal of Computer Vision - Special issue on statistical and computational theories of vision: modeling, learning, sampling and computing, Part I
Proceedings of the 28th annual conference on Computer graphics and interactive techniques
Image quilting for texture synthesis and transfer
Proceedings of the 28th annual conference on Computer graphics and interactive techniques
A Fast Nearest-Neighbor Algorithm Based on a Principal Axis Search Tree
IEEE Transactions on Pattern Analysis and Machine Intelligence
Texture Mixing and Texture Movie Synthesis Using Statistical Learning
IEEE Transactions on Visualization and Computer Graphics
ICONDENSATION: Unifying Low-Level and High-Level Tracking in a Stochastic Framework
ECCV '98 Proceedings of the 5th European Conference on Computer Vision-Volume I - Volume I
Partitioned Sampling, Articulated Objects, and Interface-Quality Hand Tracking
ECCV '00 Proceedings of the 6th European Conference on Computer Vision-Part II
Stochastic Tracking of 3D Human Figures Using 2D Image Motion
ECCV '00 Proceedings of the 6th European Conference on Computer Vision-Part II
Shape Indexing Using Approximate Nearest-Neighbour Search in High-Dimensional Spaces
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Reach Out and Touch Space (Motion Learning)
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
Realistic synthesis of novel human movements from a database of motion capture examples
HUMO '00 Proceedings of the Workshop on Human Motion (HUMO'00)
Texture Synthesis by Non-Parametric Sampling
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Animating by Multi-Level Sampling
CA '00 Proceedings of the Computer Animation
Cluster-based probability model and its application to image and texture processing
IEEE Transactions on Image Processing
Interactive control of avatars animated with human motion data
Proceedings of the 29th annual conference on Computer graphics and interactive techniques
BMCV '02 Proceedings of the Second International Workshop on Biologically Motivated Computer Vision
Learning the Statistics of People in Images and Video
International Journal of Computer Vision - Special Issue on Computational Vision at Brown University
Vision-based control of 3D facial animation
Proceedings of the 2003 ACM SIGGRAPH/Eurographics symposium on Computer animation
An evaluation of a cost metric for selecting transitions between motion segments
Proceedings of the 2003 ACM SIGGRAPH/Eurographics symposium on Computer animation
Human Body Tracking with Auxiliary Measurements
AMFG '03 Proceedings of the IEEE International Workshop on Analysis and Modeling of Faces and Gestures
Sequential Monte Carlo Tracking of Body Parameters in a Sub-Space
AMFG '03 Proceedings of the IEEE International Workshop on Analysis and Modeling of Faces and Gestures
A convex penalty method for optical human motion tracking
IWVS '03 First ACM SIGMM international workshop on Video surveillance
Learning to track 3D human motion from silhouettes
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Generative modeling for continuous non-linearly embedded visual inference
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Style-based inverse kinematics
ACM SIGGRAPH 2004 Papers
Building Roadmaps of Minima and Transitions in Visual Models
International Journal of Computer Vision
Articulated Body Motion Capture by Stochastic Search
International Journal of Computer Vision
Precomputing avatar behavior from human motion data
SCA '04 Proceedings of the 2004 ACM SIGGRAPH/Eurographics symposium on Computer animation
SCA '04 Proceedings of the 2004 ACM SIGGRAPH/Eurographics symposium on Computer animation
Computing the duration of motion transitions: an empirical approach
SCA '04 Proceedings of the 2004 ACM SIGGRAPH/Eurographics symposium on Computer animation
Martial arts in artificial reality
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Performance animation from low-dimensional control signals
ACM SIGGRAPH 2005 Papers
Learning silhouette features for control of human motion
ACM Transactions on Graphics (TOG)
Recovering 3D Human Pose from Monocular Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Precomputing avatar behavior from human motion data
Graphical Models - Special issue on SCA 2004
Using nonlinear dimensionality reduction in 3D figure animation
Proceedings of the 43rd annual Southeast regional conference - Volume 2
Human-centered multimedia: representations and challenges
Proceedings of the 1st ACM international workshop on Human-centered multimedia
Video-guided motion synthesis using example motions
ACM Transactions on Graphics (TOG)
Tracking People by Learning Their Appearance
IEEE Transactions on Pattern Analysis and Machine Intelligence
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
Temporal motion models for monocular and multiview 3D human body tracking
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Viewpoint invariant exemplar-based 3D human tracking
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
A general method for human activity recognition in video
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Partial Linear Gaussian Models for Tracking in Image Sequences Using Sequential Monte Carlo Methods
International Journal of Computer Vision
Vision-based human motion analysis: An overview
Computer Vision and Image Understanding
Enhanced tracking and recognition of moving objects by reasoning about spatio-temporal continuity
Image and Vision Computing
Synthesis and evaluation of linear motion transitions
ACM Transactions on Graphics (TOG)
Real-time 3-D human body tracking using learnt models of behaviour
Computer Vision and Image Understanding
Rao-Blackwellized Particle Filter for Human Appearance and Position Tracking
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
An Evolutionary Approach for Learning Motion Class Patterns
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
On Bin Configuration of Shape Context Descriptors in Human Silhouette Classification
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
A Framework for Suspicious Action Detection with Mixture Distributions of Action Primitives
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
Low-Cost Multi-image Based 3D Human Body Modeling
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
Leveraging the talent of hand animators to create three-dimensional animation
Proceedings of the 2009 ACM SIGGRAPH/Eurographics Symposium on Computer Animation
Interactive generation of human animation with deformable motion models
ACM Transactions on Graphics (TOG)
Exploiting motion correlations in 3-D articulated human motion tracking
IEEE Transactions on Image Processing
Twin Gaussian Processes for Structured Prediction
International Journal of Computer Vision
International Journal of Computer Vision
Nonlinear synchronization for automatic learning of 3D pose variability in human motion sequences
EURASIP Journal on Advances in Signal Processing - Image processing and analysis in biomechanics
Bootstrapping sequential monte carlo tracking
SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
Generative estimation of 3D human pose using shape contexts matching
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Model-based image segmentation for multi-view human gesture analysis
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
VideoMocap: modeling physically realistic human motion from monocular video sequences
ACM SIGGRAPH 2010 papers
Human-computer intelligent interaction: a survey
HCI'07 Proceedings of the 2007 IEEE international conference on Human-computer interaction
Pose and gaze estimation in multi-camera networks for non-restrictive HCI
HCI'07 Proceedings of the 2007 IEEE international conference on Human-computer interaction
Capturing 3D human motion from monocular images using orthogonal locality preserving projection
ICDHM'07 Proceedings of the 1st international conference on Digital human modeling
Exploiting spatio-temporal constraints for robust 2D pose tracking
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
Reconstruct 3D human motion from monocular video using motion library
MMM'08 Proceedings of the 14th international conference on Advances in multimedia modeling
Visual affect recognition
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
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
Variational mixture smoothing for non-linear dynamical systems
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Inferring 3D body pose from silhouettes using activity manifold learning
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
3D human pose from silhouettes by relevance vector regression
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
A two-stage dynamic model for visual tracking
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Human motion database with a binary tree and node transition graphs
Autonomous Robots
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
Behavioural analysis with movement cluster model for concurrent actions
Journal on Image and Video Processing - Special issue on advanced video-based surveillance
3D tracking for gait characterization and recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Monocular reconstruction of human motion by qualitative selection
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Kinematic jump processes for monocular 3D human tracking
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
PAMPAS: real-valued graphical models for computer vision
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Will the pedestrian cross?: probabilistic path prediction based on learned motion features
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Three-dimensional proxies for hand-drawn characters
ACM Transactions on Graphics (TOG)
3D human motion sequences synchronization using dense matching algorithm
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Learning for multi-view 3d tracking in the context of particle filters
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part II
3D action modeling and reconstruction for 2d human body tracking
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
3D modeling of humans with skeletons from uncalibrated wide baseline views
CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
Probabilistic spatio-temporal 2d-model for pedestrian motion analysis in monocular sequences
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
Posture constraints for bayesian human motion tracking
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
Generating different realistic humanoid motion
ICAT'06 Proceedings of the 16th international conference on Advances in Artificial Reality and Tele-Existence
A geometric approach to robotic laundry folding
International Journal of Robotics Research
Gaussian process motion graph models for smooth transitions among multiple actions
Computer Vision and Image Understanding
Singularity detection and consistent 3d arm tracking using monocular videos
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
International Journal of Robotics Research
Estimating gaze direction from low-resolution faces in video
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Learning and regularizing motion models for enhancing particle filter-based target tracking
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part II
A 3d dynamic model of human actions for probabilistic image tracking
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part I
3D hand tracking for human computer interaction
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
Real-time human pose recognition in parts from single depth images
Communications of the ACM
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Analyzing and evaluating markerless motion tracking using inertial sensors
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Tracking in object action space
Computer Vision and Image Understanding
Simultaneous particle tracking in multi-action motion models with synthesized paths
Image and Vision Computing
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This paper addresses the problem of probabilistically modeling 3D human motion for synthesis and tracking. Given the high dimensional nature of human motion, learning an explicit probabilistic model from available training data is currently impractical. Instead we exploit methods from texture synthesis that treat images as representing an implicit empirical distribution. These methods replace the problem of representing the probability of a texture pattern with that of searching the training data for similar instances of that pattern. We extend this idea to temporal data representing 3D human motion with a large database of example motions. To make the method useful in practice, we must address the problem of efficient search in a large training set; efficiency is particularly important for tracking. Towards that end, we learn a low dimensional linear model of human motion that is used to structure the example motion database into a binary tree. An approximate probabilistic tree search method exploits the coefficients of this low-dimensional representation and runs in sub-linear time. This probabilistic tree search returns a particular sample human motion with probability approximating the true distribution of human motions in the database. This sampling method is suitable for use with particle filtering techniques and is applied to articulated 3D tracking of humans within a Bayesian framework. Successful tracking results are presented, along with examples of synthesizing human motion using the model.