EigenTracking: Robust Matching and Tracking of Articulated Objects Using a View-Based Representation
International Journal of Computer Vision
CONDENSATION—Conditional Density Propagation forVisual Tracking
International Journal of Computer Vision
Learning Patterns of Activity Using Real-Time Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
An Adaptive Version of the Boost by Majority Algorithm
Machine Learning
A decision-theoretic generalization of on-line learning and an application to boosting
EuroCOLT '95 Proceedings of the Second European Conference on Computational Learning Theory
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multi-Modal Tracking of Faces for Video Communications
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Integrated Person Tracking Using Stereo, Color, and Pattern Detection
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Mean Shift Based Clustering in High Dimensions: A Texture Classification Example
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Dynamic Weighted Majority: A New Ensemble Method for Tracking Concept Drift
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Histograms of Oriented Gradients for Human Detection
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Online Selection of Discriminative Tracking Features
IEEE Transactions on Pattern Analysis and Machine Intelligence
Estimation of Dependences Based on Empirical Data: Springer Series in Statistics (Springer Series in Statistics)
Learning object detection from a small number of examples: the importance of good features
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Robust online appearance models for visual tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Posterior probability measure for image matching
Pattern Recognition
Efficient Tracking as Linear Program on Weak Binary Classifiers
Proceedings of the 30th DAGM symposium on Pattern Recognition
Tracking and recognizing actions of multiple hockey players using the boosted particle filter
Image and Vision Computing
Object Tracking Using Naive Bayesian Classifiers
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
True Path Rule Hierarchical Ensembles
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Graph-based transductive learning for robust visual tracking
Pattern Recognition
Multi-sensor Multi-cue Fusion for Object Detection in Video Surveillance
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Online selection of tracking features using AdaBoost
IEEE Transactions on Circuits and Systems for Video Technology
Sequential particle generation for visual tracking
IEEE Transactions on Circuits and Systems for Video Technology
Adaptive pyramid mean shift for global real-time visual tracking
Image and Vision Computing
A sparsity constrained inverse problem to locate people in a network of cameras
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Semi-supervised particle filter for visual tracking
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Robust servo-control for underwater robots using banks of visual filters
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Articulated object tracking by rendering consistent appearance parts
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Visual tracking algorithm based on CAMSHIFT and multi-cue Fusion for human motion analysis
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Vehicle tracking based on co-learning particle filter
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Online adaptive radial basis function networks for robust object tracking
Computer Vision and Image Understanding
On the Design and Use of a Micro Air Vehicle to Track and Avoid Adversaries
International Journal of Robotics Research
Object tracking via uncertainty minimization
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
Object tracking by bidirectional learning with feature selection
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Robust visual tracking based on simplified biologically inspired features
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
On-line feature enhancement for adaptive object tracking
CAR'10 Proceedings of the 2nd international Asia conference on Informatics in control, automation and robotics - Volume 1
RSMAT: Robust simultaneous modeling and tracking
Pattern Recognition Letters
Multiple target tracking in world coordinate with single, minimally calibrated camera
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Efficiently scaling up video annotation with crowdsourced marketplaces
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Robust and fast collaborative tracking with two stage sparse optimization
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Journal of Real-Time Image Processing
Human tracking using convolutional neural networks
IEEE Transactions on Neural Networks
Spatio-temporal optical flow statistics (STOFS) for activity classification
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
On-line multi-view forests for tracking
Proceedings of the 32nd DAGM conference on Pattern recognition
Discriminative nonorthogonal binary subspace tracking
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Face tracking with automatic model construction
Image and Vision Computing
Visual tracking via online manifold regularization
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Adaptive multi-cue tracking by online appearance learning
Neurocomputing
Efficient visual object tracking with online nearest neighbor classifier
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Robust tracking with discriminative ranking lists
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Face detection with effective feature extraction
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Hierarchical Kalman-particle filter with adaptation to motion changes for object tracking
Computer Vision and Image Understanding
Online learning neural tracker
Neurocomputing
Visual tracking using online semi-supervised learning
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
Linear Regression and Adaptive Appearance Models for Fast Simultaneous Modelling and Tracking
International Journal of Computer Vision
Recent advances and trends in visual tracking: A review
Neurocomputing
Object tracking via appearance modeling and sparse representation
Image and Vision Computing
Fusing multiple video sensors for surveillance
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Tracking objects using shape context matching
Neurocomputing
Combining discriminative and descriptive models for tracking
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
Robust Visual Tracking Using an Effective Appearance Model Based on Sparse Coding
ACM Transactions on Intelligent Systems and Technology (TIST)
Directional eigentemplate learning for sparse template tracker
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part II
Longitudinal and lateral control in automated highway systems: their past, present and future
ICIRA'11 Proceedings of the 4th international conference on Intelligent Robotics and Applications - Volume Part II
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Online multiple instance gradient feature selection for robust visual tracking
Pattern Recognition Letters
On collaborative people detection and tracking in complex scenarios
Image and Vision Computing
Scene Aware Detection and Block Assignment Tracking in crowded scenes
Image and Vision Computing
A noise-detection based AdaBoost algorithm for mislabeled data
Pattern Recognition
Multiple feature fusion for object tracking
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Semi-supervised vehicle recognition: an approximate region constrained approach
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
Real-time visual tracking via online weighted multiple instance learning
Pattern Recognition
Dual-force metric learning for robust distracter-resistant tracker
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Robust tracking with weighted online structured learning
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Visual tracking with dual modeling
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Color invariant SURF in discriminative object tracking
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part II
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on agent communication, trust in multiagent systems, intelligent tutoring and coaching systems
Abnormal event detection in crowded scenes using sparse representation
Pattern Recognition
Visual tracking by proto-objects
Pattern Recognition
Robust visual tracking using dynamic classifier selection with sparse representation of label noise
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Robust object tracking using constellation model with superpixel
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Navigation toward non-static target object using footprint detection based tracking
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
A framework for inter-camera association of multi-target trajectories by invariant target models
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Markov Chain Monte Carlo Modular Ensemble Tracking
Image and Vision Computing
On-line object tracking with semi-supervised boosting based particle filter
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Using appearance re-matching to improve real-time compressive tracking
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
A survey of appearance models in visual object tracking
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
Visual tracking with representative templates based on low-rank matrix
Proceedings of the 2013 Research in Adaptive and Convergent Systems
Integrating tracking with fine object segmentation
Image and Vision Computing
Proceedings of International Conference on Advances in Mobile Computing & Multimedia
Visual tracking based on Distribution Fields and online weighted multiple instance learning
Image and Vision Computing
Tracking-by-detection of multiple persons by a resample-move particle filter
Machine Vision and Applications
Efficient multi-feature PSO for fast gray level object-tracking
Applied Soft Computing
Visual tracking via weakly supervised learning from multiple imperfect oracles
Pattern Recognition
Object tracking using learned feature manifolds
Computer Vision and Image Understanding
Future Generation Computer Systems
Weighted attentional blocks for probabilistic object tracking
The Visual Computer: International Journal of Computer Graphics
Collaborative object tracking model with local sparse representation
Journal of Visual Communication and Image Representation
Multimedia Tools and Applications
Robust object tracking using enhanced random ferns
The Visual Computer: International Journal of Computer Graphics
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We consider tracking as a binary classification problem, where an ensemble of weak classifiers is trained online 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 online during tracking. We show a realization of this method and demonstrate it on several video sequences.