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Learning to track the visual motion of contours
Artificial Intelligence - Special volume on computer vision
The robust estimation of multiple motions: parametric and piecewise-smooth flow fields
Computer Vision and Image Understanding
A Mathematical Introduction to Robotic Manipulation
A Mathematical Introduction to Robotic Manipulation
Hierarchical Model-Based Motion Estimation
ECCV '92 Proceedings of the Second European Conference on Computer Vision
The Representation and Recognition of Human Movement Using Temporal Templates
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Learning Parameterized Models of Image Motion
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Cardboard People: A Parameterized Model of Articulated Image Motion
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
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Monocular tracking of the human arm in 3D
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ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
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Automatic Detection of Human Nudes
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Animation from observation: Motion capture and motion editing
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Design and Use of Linear Models for Image Motion Analysis
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Motor Algebra for 3D Kinematics: The Case of the Hand-Eye Calibration
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Probabilistic Data Association Methods for Tracking Complex Visual Objects
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A Layered Motion Representation with Occlusion and Compact Spatial Support
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Model-Based Silhouette Extraction for Accurate People Tracking
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Gait Sequence Analysis Using Frieze Patterns
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Monocuolar Perception of Biological Motion - Clutter and Partial Occlusion
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Recognizing and Tracking Human Action
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Visual Categorization of Children and Adult Walking Styles
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Motion Estimation of Articulated Objects from Perspective Views
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AMDO '02 Proceedings of the Second International Workshop on Articulated Motion and Deformable Objects
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AMDO '02 Proceedings of the Second International Workshop on Articulated Motion and Deformable Objects
Tracking the Human Body Using Multiple Predictors
AMDO '02 Proceedings of the Second International Workshop on Articulated Motion and Deformable Objects
aSpaces: Action Spaces for Recognition and Synthesis of Human Actions
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Automated Acquisition of Lifelike 3D Human Models from Multiple Posture Data
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IWVS '03 First ACM SIGMM international workshop on Video surveillance
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Pattern Recognition Letters
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International Journal of Computer Vision
Pose Estimation in Conformal Geometric Algebra Part I: The Stratification of Mathematical Spaces
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MUM '05 Proceedings of the 4th international conference on Mobile and ubiquitous multimedia
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This paper demonstrates a new visual motion estimation technique that is able to recover high degree-of-freedom articulated human body configurations in complex video sequences. We introduce the use of a novel mathematical technique, the product of exponential maps and twist motions, and its integration into a differential motion estimation. This results in solving simple linear systems, and enables us to recover robustly the kinematic degrees-of-freedom in noise and complex self occluded configurations. We demonstrate this on several image sequences of people doing articulated full body movements, and visualize the results in re-animating an artificial 3D human model. We are also able to recover and re-animate the famous movements of Eadweard Muybridge's motion studies from the last century. To the best of our knowledge, this is the first computer vision based system that is able to process such challenging footage and recover complex motions with such high accuracy.