Competitive learning: From interactive activation to adaptive resonance
Neural networks and natural intelligence
A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
IEEE Transactions on Pattern Analysis and Machine Intelligence
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Randomized Trees for Real-Time Keypoint Recognition
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Online Selection of Discriminative Tracking Features
IEEE Transactions on Pattern Analysis and Machine Intelligence
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
Learning distance functions for image retrieval
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Randomized Tree Ensembles for Object Detection in Computational Pathology
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Closed-loop adaptation for robust tracking
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Robust and fast collaborative tracking with two stage sparse optimization
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
MIForests: multiple-instance learning with randomized trees
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Human tracking using convolutional neural networks
IEEE Transactions on Neural Networks
Tracking people in broadcast sports
Proceedings of the 32nd DAGM conference on Pattern recognition
On-line multi-view forests for tracking
Proceedings of the 32nd DAGM conference on Pattern recognition
Robust multi-view boosting with priors
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Visual tracking via online manifold regularization
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Incremental Tensor Subspace Learning and Its Applications to Foreground Segmentation and Tracking
International Journal of Computer Vision
Adaptive ensemble based learning in non-stationary environments with variable concept drift
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
Pedestrian tracking based on hidden-latent temporal Markov chain
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
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
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
Particle filter-based visual tracking with a first order dynamic model and uncertainty adaptation
Computer Vision and Image Understanding
Robust visual tracking using randomized forest and online appearance model
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part II
Supervised and semi-supervised online boosting tree for industrial machine vision application
Proceedings of the Fifth International Workshop on Knowledge Discovery from Sensor Data
Visual tracking using online semi-supervised learning
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
A new framework for on-line object tracking based on SURF
Pattern Recognition Letters
Manifold coarse graining for online semi-supervised learning
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - 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
Pick your neighborhood: improving labels and neighborhood structure for label propagation
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
An attempt to segment foreground in dynamic scenes
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
Collaborative track analysis, data cleansing, and labeling
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
iSpy: automatic reconstruction of typed input from compromising reflections
Proceedings of the 18th ACM conference on Computer and communications security
Prototyping interaction with everyday artifacts: training and recognizing 3D objects via Kinects
Proceedings of the Sixth International Conference on Tangible, Embedded and Embodied Interaction
One-shot visual appearance learning for mobile manipulation
International Journal of Robotics Research
Computer Vision and Image Understanding
Fragments based tracking with adaptive cue integration
Computer Vision and Image Understanding
Editors Choice Article: I2VM: Incremental import vector machines
Image and Vision Computing
Scene Aware Detection and Block Assignment Tracking in crowded scenes
Image and Vision Computing
Multiple feature fusion for object tracking
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Real-time visual tracking via online weighted multiple instance learning
Pattern Recognition
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
Tracking using motion patterns for very crowded scenes
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Robust tracking with weighted online structured learning
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Real-time compressive tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
To track or to detect? an ensemble framework for optimal selection
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Exploiting the circulant structure of tracking-by-detection with kernels
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Online spatio-temporal structural context learning for visual tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Segmentation based particle filtering for real-time 2d object tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Fast and adaptive deep fusion learning for detecting visual objects
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
FaceHugger: the ALIEN tracker applied to faces
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Iterative appearance learning with online multiple instance learning
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
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
Robust Visual Tracking via Structured Multi-Task Sparse Learning
International Journal of Computer Vision
Sparse coding based visual tracking: Review and experimental comparison
Pattern Recognition
Segmentation-based tracking by support fusion
Computer Vision and Image Understanding
Realtime facial animation with on-the-fly correctives
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
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
Dynamic objectness for adaptive tracking
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Tracking pedestrian with multi-component online deformable part-based model
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Disagreement-Based multi-system tracking
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
An improved real-time compressive tracking method
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
International Journal of Computer Vision
Hough-based tracking of non-rigid objects
Computer Vision and Image Understanding
Visual tracking using superpixel-based appearance model
ICVS'13 Proceedings of the 9th international conference on Computer Vision Systems
Real-time visual tracking based on an appearance model and a motion mode
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
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
Visual tracking via weakly supervised learning from multiple imperfect oracles
Pattern Recognition
Multimedia Tools and Applications
Neurocomputing
Robust object tracking using enhanced random ferns
The Visual Computer: International Journal of Computer Graphics
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Recently, on-line adaptation of binary classifiers for tracking have been investigated. On-line learning allows for simple classifiers since only the current view of the object from its surrounding background needs to be discriminiated. However, on-line adaption faces one key problem: Each update of the tracker may introduce an error which, finally, can lead to tracking failure (drifting). The contribution of this paper is a novel on-line semi-supervised boosting method which significantly alleviates the drifting problem in tracking applications. This allows to limit the drifting problem while still staying adaptive to appearance changes. The main idea is to formulate the update process in a semi-supervised fashion as combined decision of a given prior and an on-line classifier. This comes without any parameter tuning. In the experiments, we demonstrate real-time tracking of our SemiBoost tracker on several challenging test sequences where our tracker outperforms other on-line tracking methods.