International Journal of Computer Vision
Applying the multi-category learning to multiple video object extraction
Pattern Recognition
Thermo-visual feature fusion for object tracking using multiple spatiogram trackers
Machine Vision and Applications
An architecture for a self configurable video supervision
AREA '08 Proceedings of the 1st ACM workshop on Analysis and retrieval of events/actions and workflows in video streams
Semi-supervised On-Line Boosting for Robust Tracking
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Seeing the Objects Behind the Dots: Recognition in Videos from a Moving Camera
International Journal of Computer Vision
Object Tracking by Maximizing Classification Score of Detector Based on Rectangle Features
IEICE - Transactions on Information and Systems
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
Tracking nonstationary visual appearances by data-driven adaptation
IEEE Transactions on Image Processing
Object Contour Tracking Using Foreground and Background Distribution Matching
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Automatic Detection of Object of Interest and Tracking in Active Video
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
SPPRA '08 Proceedings of the Fifth IASTED International Conference on Signal Processing, Pattern Recognition and Applications
Collaboration of spatial and feature attention for visual tracking
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
On-line ensemble SVM for robust object tracking
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Learning-based object tracking using boosted features and appearance-adaptive models
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
Compositional object recognition, segmentation, and tracking in video
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
Closed-loop adaptation for robust tracking
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Discriminative spatial attention for robust tracking
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
MIForests: multiple-instance learning with randomized trees
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
A real time player tracking system for broadcast tennis video
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part II
Object Detection and Tracking for Autonomous Navigation in Dynamic Environments
International Journal of Robotics Research
Discriminative tracking by metric learning
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Robust multi-view boosting with priors
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Vehicle trajectory estimation using spatio-temporal MCMC
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
On feature combination and multiple kernel learning for object tracking
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Human tracking by multiple kernel boosting with locality affinity constraints
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Robust tracking based on pixel-wise spatial pyramid and biased fusion
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Supervised and semi-supervised online boosting tree for industrial machine vision application
Proceedings of the Fifth International Workshop on Knowledge Discovery from Sensor Data
A new framework for on-line object tracking based on SURF
Pattern Recognition Letters
Automatic Detection of Object of Interest and Tracking in Active Video
Journal of Signal Processing Systems
Recent advances and trends in visual tracking: A review
Neurocomputing
Multi-target tracking in crowded scenes
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Online selection of discriminative features using bayes error rate for visual tracking
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
A compact association of particle filtering and kernel based object tracking
Pattern Recognition
Adaptive sparse vector tracking via online bayesian learning
IWICPAS'06 Proceedings of the 2006 Advances in Machine Vision, Image Processing, and Pattern Analysis international conference on Intelligent Computing in Pattern Analysis/Synthesis
Combining discriminative and descriptive models for tracking
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
A graph-based feature combination approach to object tracking
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Real-time pedestrian learning-tracking with information fusion
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
Low-rank sparse learning for robust visual tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Segmentation based particle filtering for real-time 2d object tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Iterative appearance learning with online multiple instance learning
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
Robust Visual Tracking via Structured Multi-Task Sparse Learning
International Journal of Computer Vision
Robust visual tracking with discriminative sparse learning
Pattern Recognition
Segmentation-based tracking by support fusion
Computer Vision and Image Understanding
Local features classification for adaptive tracking
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Artificial Intelligence - Volume Part I
Disagreement-Based multi-system tracking
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
On-line Support Vector Regression of the transition model for the Kalman filter
Image and Vision Computing
Hough-based tracking of non-rigid objects
Computer Vision and Image Understanding
Learning structured visual dictionary for object tracking
Image and Vision Computing
Co-trained generative and discriminative trackers with cascade particle filter
Computer Vision and Image Understanding
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We consider tracking as a binary classification problem, where an ensemble of weak classifiers is trained on-line to distinguish between the object and the background. The ensemble of weak classifiers is combined into a strong classifier using AdaBoost. The strong classifier is then used to label pixels in the next frame as either belonging to the object or the background, giving a confidence map. The peak of the map, and hence the new position of the object, is found using mean shift. Temporal coherence is maintained by updating the ensemble with new weak classifiers that are trained on-line during tracking. We show a realization of this method and demonstrate it on several video sequences.