Building Models of Animals from Video
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computational studies of human motion: part 1, tracking and motion synthesis
Foundations and Trends® in Computer Graphics and Vision
Tracking People by Learning Their Appearance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Edge affinity for pose-contour matching
Computer Vision and Image Understanding
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
Matching actions in presence of camera motion
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Live 3D Video in Soccer Stadium
International Journal of Computer Vision
International Journal of Computer Vision
Detecting and segmenting humans in crowded scenes
Proceedings of the 15th international conference on Multimedia
Human posture tracking and classification through stereo vision and 3D model matching
Journal on Image and Video Processing - Anthropocentric Video Analysis: Tools and Applications
Searching for Complex Human Activities with No Visual Examples
International Journal of Computer Vision
Covered body analysis in application to patient monitoring
CSTST '08 Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
Tracking with Dynamic Hidden-State Shape Models
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Integration of Local Image Cues for Probabilistic 2D Pose Recovery
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Unsupervised search-based structured prediction
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Histogram of oriented rectangles: A new pose descriptor for human action recognition
Image and Vision Computing
Search strategies for shape regularized active contour
Computer Vision and Image Understanding
Human Body Articulation for Action Recognition in Video Sequences
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Mimesis Model from Partial Observations for a Humanoid Robot
International Journal of Robotics Research
International Journal of Computer Vision
Bottom-up recognition and parsing of the human body
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
Boosted multiple deformable trees for parsing human poses
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Recognizing activities with multiple cues
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Human action recognition using distribution of oriented rectangular patches
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Quasi Monte Carlo partitioned filtering for visual human motion capture
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Dual gait generative models for human motion estimation from a single camera
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Robust Pose Recognition of the Obscured Human Body
International Journal of Computer Vision
3D feature extraction from uncalibrated video clips
Proceedings of the 1st international workshop on 3D video processing
Cascaded models for articulated pose estimation
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Monocular human pose tracking using multi frame part dynamics
WMVC'09 Proceedings of the 2009 international conference on Motion and video computing
Aggregating low-level features for human action recognition
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Finding human poses in videos using concurrent matching and segmentation
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Towards human motion capture from a camera mounted on a mobile robot
Image and Vision Computing
People detection using color and depth images
MCPR'11 Proceedings of the Third Mexican conference on Pattern recognition
Upper Body Detection and Tracking in Extended Signing Sequences
International Journal of Computer Vision
Learning of graphical models and efficient inference for object class recognition
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Human posture analysis under partial self-occlusion
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
Predicting 3d people from 2d pictures
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
Boundary fragment matching and articulated pose under occlusion
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
Articulated body tracking using dynamic belief propagation
ICCV'05 Proceedings of the 2005 international conference on Computer Vision in Human-Computer Interaction
Hierarchical pose estimation for human gait analysis
Computer Methods and Programs in Biomedicine
Loose-limbed People: Estimating 3D Human Pose and Motion Using Non-parametric Belief Propagation
International Journal of Computer Vision
2D Articulated Human Pose Estimation and Retrieval in (Almost) Unconstrained Still Images
International Journal of Computer Vision
Exploring the Trade-off Between Accuracy and Observational Latency in Action Recognition
International Journal of Computer Vision
View invariant action recognition using weighted fundamental ratios
Computer Vision and Image Understanding
Multimedia Tools and Applications
Discriminative hierarchical part-based models for human parsing and action recognition
The Journal of Machine Learning Research
Sketch-based interfaces: drawings to data
Proceedings of the South African Institute for Computer Scientists and Information Technologists Conference
Discriminative fusion of shape and appearance features for human pose estimation
Pattern Recognition
Combination of annealing particle filter and belief propagation for 3D upper body tracking
Applied Bionics and Biomechanics - Personal Care Robotics
Robust object tracking using enhanced random ferns
The Visual Computer: International Journal of Computer Graphics
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We develop an algorithm for finding and kinematically tracking multiple people in long sequences. Our basic assumption is that people tend to take on certain canonical poses, even when performing unusual activities like throwing a baseball or figure skating. We build a person detector that quite accurately detects and localizes limbs of people in lateral walking poses. We use the estimated limbs from a detection to build a discriminative appearance model; we assume the features that discriminate a figure in one frame will discriminate the figure in other frames. We then use the models as limb detectors in a pictorial structure framework, detecting figures in unrestricted poses in both previous and successive frames. We have run our tracker on hundreds of thousands of frames, and present and apply a methodology for evaluating tracking on such a large scale. We test our tracker on real sequences including a feature-length film, an hour of footage from a public park, and various sports sequences. We find that we can quite accurately automatically find and track multiple people interacting with each other while performing fast and unusual motions.