Modeling and prediction of human behavior
Neural Computation
Proceedings of the 27th annual conference on Computer graphics and interactive techniques
Statistical Models of Object Interaction
International Journal of Computer Vision - Special issue on a special section on visual surveillance
Learning and Classification of Complex Dynamics
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning to Recognize Visual Dynamic Events from Examples
International Journal of Computer Vision - special issue on learning and vision at the center for biological and computational learning, Massachusetts Institute of Technology
Shape tracking and production using hidden Markov models
Hidden Markov models
Motion texture: a two-level statistical model for character motion synthesis
Proceedings of the 29th annual conference on Computer graphics and interactive techniques
Motion capture assisted animation: texturing and synthesis
Proceedings of the 29th annual conference on Computer graphics and interactive techniques
Using Multiple-Hypothesis Disparity Maps and Image Velocity for 3-D Motion Estimation
International Journal of Computer Vision
Human Body Model Acquisition and Tracking Using Voxel Data
International Journal of Computer Vision
Computing the Physical Parameters of Rigid-Body Motion from Video
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Automatic Detection and Tracking of Human Motion with a View-Based Representation
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
ECCV '00 Proceedings of the 6th European Conference on Computer Vision-Part I
Action Reaction Learning: Automatic Visual Analysis and Synthesis of Interactive Behaviour
ICVS '99 Proceedings of the First International Conference on Computer Vision Systems
Shape Boundary Tracking with Hidden Markov Models
Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition
Recognition of Continuous Activities
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
Using Dynamic Time Warping to Bootstrap HMM-Based Clustering of Time Series
Sequence Learning - Paradigms, Algorithms, and Applications
Vision-Based Gesture Recognition: A Review
GW '99 Proceedings of the International Gesture Workshop on Gesture-Based Communication in Human-Computer Interaction
Human Body Model Acquisition and Motion Capture Using Voxel Data
AMDO '02 Proceedings of the Second International Workshop on Articulated Motion and Deformable Objects
Real-Time Human Motion Analysis Based on Analysis of Silhouette Contour and Color Blob
AMDO '02 Proceedings of the Second International Workshop on Articulated Motion and Deformable Objects
BMCV '02 Proceedings of the Second International Workshop on Biologically Motivated Computer Vision
Motion segmentation and pose recognition with motion history gradients
Machine Vision and Applications - Special issue: IEEE WACV
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
Repetitive Motion Analysis: Segmentation and Event Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic Space-Time Video Modeling via Piecewise GMM
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Visual Tracking by Integrating Multiple Cues Based on Co-Inference Learning
International Journal of Computer Vision - Special Issue on Computer Vision Research at the Beckman Institute of Advanced Science and Technology
Qualitative Modelling and Analysis of Animal Behaviour
Applied Intelligence
Tracking Multiple Humans in Complex Situations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Synchronization of oscillations for machine perception of gaits
Computer Vision and Image Understanding
A Model (In)Validation Approach to Gait Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Context-Based Segmentation of Image Sequences
IEEE Transactions on Pattern Analysis and Machine Intelligence
Beyond Tracking: Modelling Activity and Understanding Behaviour
International Journal of Computer Vision
Task oriented facial behavior recognition with selective sensing
Computer Vision and Image Understanding
Behavioral Priors for Detection and Tracking of Pedestrians in Video Sequences
International Journal of Computer Vision
Human-centered multimedia: representations and challenges
Proceedings of the 1st ACM international workshop on Human-centered multimedia
Recognition of Human Motion From Qualitative Normalised Templates
Journal of Intelligent and Robotic Systems
Detecting social interactions of the elderly in a nursing home environment
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Conditional models for contextual human motion recognition
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
IEEE Transactions on Pattern Analysis and Machine Intelligence
Properties of orthogonal Gaussian-Hermite moments and their applications
EURASIP Journal on Applied Signal Processing
Lightweight object tracking in compressed video streams demonstrated in region-of-interest coding
EURASIP Journal on Applied Signal Processing
A feedback-based algorithm for motion analysis with application to object tracking
EURASIP Journal on Applied Signal Processing
A real-time model-based human motion tracking and analysis for human computer interface systems
EURASIP Journal on Applied Signal Processing
Proceedings of the international workshop on Educational multimedia and multimedia education
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computer Vision and Image Understanding
Extracting a diagnostic gait signature
Pattern Recognition
Extracting a diagnostic gait signature
Pattern Recognition
Learning and Inferring Motion Patterns using Parametric Segmental Switching Linear Dynamic Systems
International Journal of Computer Vision
Achieving fluency through perceptual-symbol practice in human-robot collaboration
Proceedings of the 3rd ACM/IEEE international conference on Human robot interaction
Mobile face detection and tracking for media streaming applications
International Journal of Wireless and Mobile Computing
Computer Vision and Image Understanding
A pedestrian detection system using applied log-Gabor
SSIP'07 Proceedings of the 7th WSEAS International Conference on Signal, Speech and Image Processing
Adapting robot kinematics for human-arm motion recognition
International Journal of Knowledge-based and Intelligent Engineering Systems - Extended papers selected from KES-2006
Activity recognition via user-trace segmentation
ACM Transactions on Sensor Networks (TOSN)
Context Information for Human Behavior Analysis and Prediction
IWINAC '07 Proceedings of the 2nd international work-conference on Nature Inspired Problem-Solving Methods in Knowledge Engineering: Interplay Between Natural and Artificial Computation, Part II
Semantic Segmentation of Motion Capture Using Laban Movement Analysis
IVA '07 Proceedings of the 7th international conference on Intelligent Virtual Agents
Computer Music Modeling and Retrieval. Sense of Sounds
Applying Space State Models in Human Action Recognition: A Comparative Study
AMDO '08 Proceedings of the 5th international conference on Articulated Motion and Deformable Objects
Video measurement of resident-on-resident physical aggression in nursing homes
VNBA '08 Proceedings of the 1st ACM workshop on Vision networks for behavior analysis
Motion Primitives and Probabilistic Edit Distance for Action Recognition
Gesture-Based Human-Computer Interaction and Simulation
View-independent human motion classification using image-based reconstruction
Image and Vision Computing
Real-time human motion analysis for human-machine interface
Proceedings of the Working Conference on Advanced Visual Interfaces
Hybrid Dynamical Models of Human Motion for the Recognition of Human Gaits
International Journal of Computer Vision
Human motion recognition using support vector machines
Computer Vision and Image Understanding
Activity recognition through goal-based segmentation
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 1
Data-driven MCMC for learning and inference in switching linear dynamic systems
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
Anticipatory perceptual simulation for human-robot joint practice: theory and application study
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
A neural approach to extract foreground from human movement images
Computer Methods and Programs in Biomedicine
Task oriented facial behavior recognition with selective sensing
Computer Vision and Image Understanding
Synchronization of oscillations for machine perception of gaits
Computer Vision and Image Understanding
Fuzzy qualitative human motion analysis
IEEE Transactions on Fuzzy Systems
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
A non-photorealistic motion generation system
ICACT'09 Proceedings of the 11th international conference on Advanced Communication Technology - Volume 2
Articulated object tracking by rendering consistent appearance parts
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Representing cyclic human motion using functional analysis
Image and Vision Computing
Optimization and Filtering for Human Motion Capture
International Journal of Computer Vision
Issues and solutions in surveillance camera placement
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
View-invariant human activity recognition based on shape and motion features
International Journal of Robotics and Automation
Variable duration motion texture for human motion modeling
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Motion recognition from video sequences
AI'03 Proceedings of the 16th Canadian society for computational studies of intelligence conference on Advances in artificial intelligence
Composition of dynamical systems for estimation of human body dynamics
HSCC'07 Proceedings of the 10th international conference on Hybrid systems: computation and control
Qualitative characterization and use of prior information
SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
Bayesian order-adaptive clustering for video segmentation
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
Human motion recognition using Isomap and dynamic time warping
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Two-level regression of body mass distribution from X-ray image database
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Trajectory classification using switched dynamical hidden Markov models
IEEE Transactions on Image Processing
Visual affect recognition
Action recognition based on human movement characteristics
WMVC'09 Proceedings of the 2009 international conference on Motion and video computing
Gait recognition based on improved dynamic Bayesian networks
Pattern Recognition
A macro-observation scheme for abnormal event detection in daily-life video sequences
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
Robust sequence alignment for actor-object interaction recognition: Discovering actor-object states
Computer Vision and Image Understanding
A survey of vision-based methods for action representation, segmentation and recognition
Computer Vision and Image Understanding
Computer Vision and Image Understanding
Behavioural analysis with movement cluster model for concurrent actions
Journal on Image and Video Processing - Special issue on advanced video-based surveillance
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
A lattice-based neuro-computing methodology for real-time human action recognition
Information Sciences: an International Journal
Discovering clusters in motion time-series data
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
An unsupervised framework for action recognition using actemes
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
View-invariant modeling and recognition of human actions using grammars
WDV'05/WDV'06/ICCV'05/ECCV'06 Proceedings of the 2005/2006 international conference on Dynamical vision
Violence detection in video using computer vision techniques
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
Hierarchical clustering of dynamical systems based on eigenvalue constraints
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
Finding motion primitives in human body gestures
GW'05 Proceedings of the 6th international conference on Gesture in Human-Computer Interaction and Simulation
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
Action recognition using motion primitives and probabilistic edit distance
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
Modeling timing structure in multimedia signals
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
Facial expression representation based on timing structures in faces
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
A study of detecting social interaction with sensors in a nursing home environment
ICCV'05 Proceedings of the 2005 international conference on Computer Vision in Human-Computer Interaction
ASB'03 Proceedings of the 1st international conference on Advanced Studies in Biometrics
Compressed telesurveillance video database retrieval using fuzzy classification system
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
Multi-mode saliency dynamics model for analyzing gaze and attention
Proceedings of the Symposium on Eye Tracking Research and Applications
Dual phase learning for large scale video gait recognition
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Human action recognition using spatio-temporal classification
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Decomposition of human motion into dynamics-based primitives with application to drawing tasks
Automatica (Journal of IFAC)
Human action recognition based on graph-embedded spatio-temporal subspace
Pattern Recognition
Neuroscience meets cryptography: designing crypto primitives secure against rubber hose attacks
Security'12 Proceedings of the 21st USENIX conference on Security symposium
Modeling video viewing behaviors for viewer state estimation
Proceedings of the 20th ACM international conference on Multimedia
Detecting bipedal motion from correlated probabilistic trajectories
Pattern Recognition Letters
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This paper describes a probabilistic decomposition of human dynamics at multiple abstractions, and shows how to propagate hypotheses across space, time, and abstraction levels. Recognition in this framework is the succession of very general low level grouping mechanisms to increased specific and learned model based grouping techniques at higher levels. Hard decision thresholds are delayed and resolved by higher level statistical models and temporal context. Low-level primitives are areas of coherent motion found by EM clustering, mid-level categories are simple movements represented by dynamical systems, and high-level complex gestures are represented by Hidden Markov Models as successive phases of simple movements. We show how such a representation can be learned from training data, and apply it to the example of human gait recognition.