New Human Face Expression Tracking
MIRAGE '09 Proceedings of the 4th International Conference on Computer Vision/Computer Graphics CollaborationTechniques
Tracking as Segmentation of Spatial-Temporal Volumes by Anisotropic Weighted TV
EMMCVPR '09 Proceedings of the 7th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Multi-person tracking with sparse detection and continuous segmentation
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Object Detection and Tracking for Autonomous Navigation in Dynamic Environments
International Journal of Robotics Research
Geometrically constrained level set tracking for automotive applications
Proceedings of the 32nd DAGM conference on Pattern recognition
Object tracking and segmentation in a closed loop
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Geolocation of Multiple Targets from Airborne Video Without Terrain Data
Journal of Intelligent and Robotic Systems
A performance evaluation of vision and radio frequency tracking methods for interacting workforce
Advanced Engineering Informatics
Cognitive visual tracking and camera control
Computer Vision and Image Understanding
Mobile video surveillance systems: an architectural overview
Mobile Multimedia Processing
3D hand tracking for human computer interaction
Image and Vision Computing
PWP3D: Real-Time Segmentation and Tracking of 3D Objects
International Journal of Computer Vision
Motion Coherent Tracking Using Multi-label MRF Optimization
International Journal of Computer Vision
Two-granularity tracking: mediating trajectory and detection graphs for tracking under occlusions
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Segmentation based particle filtering for real-time 2d object tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Segmentation-based tracking by support fusion
Computer Vision and Image Understanding
Simultaneous monocular 2d segmentation, 3d pose recovery and 3d reconstruction
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Hough-based tracking of non-rigid objects
Computer Vision and Image Understanding
Integrating tracking with fine object segmentation
Image and Vision Computing
Visual tracking based on Distribution Fields and online weighted multiple instance learning
Image and Vision Computing
Detecting, segmenting and tracking unknown objects using multi-label MRF inference
Computer Vision and Image Understanding
Co-trained generative and discriminative trackers with cascade particle filter
Computer Vision and Image Understanding
Regressing Local to Global Shape Properties for Online Segmentation and Tracking
International Journal of Computer Vision
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We derive a probabilistic framework for robust, real-time, visual tracking of previously unseen objects from a moving camera. The tracking problem is handled using a bag-of-pixels representation and comprises a rigid registration between frames, a segmentation and online appearance learning. The registration compensates for rigid motion, segmentation models any residual shape deformation and the online appearance learning provides continual refinement of both the object and background appearance models. The key to the success of our method is the use of pixel-wise posteriors, as opposed to likelihoods. We demonstrate the superior performance of our tracker by comparing cost function statistics against those commonly used in the visual tracking literature. Our comparison method provides a way of summarising tracking performance using lots of data from a variety of different sequences.