International Journal of Computer Vision
Robust abandoned object detection using dual foregrounds
EURASIP Journal on Advances in Signal Processing
Recognizing cars in aerial imagery to improve orthophotos
Proceedings of the 15th annual ACM international symposium on Advances in geographic information systems
Efficient Tracking as Linear Program on Weak Binary Classifiers
Proceedings of the 30th DAGM symposium on Pattern Recognition
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
Towards Scalable Dataset Construction: An Active Learning Approach
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Semi-supervised On-Line Boosting for Robust Tracking
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
A System for Rapid Interactive Training of Object Detectors
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Automatic Database Creation and Object's Model Learning
Knowledge Acquisition: Approaches, Algorithms and Applications
Multi-layer Background Change Detection Based on Spatiotemporal Texture Projections
ICCVG 2008 Proceedings of the International Conference on Computer Vision and Graphics: Revised Papers
Active Structured Learning for High-Speed Object Detection
Proceedings of the 31st DAGM Symposium on 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
Exploiting contextual data for event retrieval in surveillance video
Proceedings of the ACM International Conference on Image and Video Retrieval
Boosted online learning for face recognition
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Lossless Online Ensemble Learning (LOEL) and Its Application to Subcortical Segmentation
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II
Semi-supervised particle filter for visual tracking
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
Vehicle tracking based on co-learning particle filter
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
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
Online boosting for vehicle detection
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on game theory
Efficient update of the covariance matrix inverse in iterated linear discriminant analysis
Pattern Recognition Letters
RSMAT: Robust simultaneous modeling and tracking
Pattern Recognition Letters
Real-time detection of unusual regions in image streams
Proceedings of the international conference on Multimedia
Robust workflow recognition using holistic features and outlier-tolerant fused hidden Markov models
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: 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
Journal of Real-Time Image Processing
Human tracking using convolutional neural networks
IEEE Transactions on Neural Networks
Object Detection and Tracking for Autonomous Navigation in Dynamic Environments
International Journal of Robotics Research
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
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
Learning Real-Time Perspective Patch Rectification
International Journal of Computer Vision
An incremental PCA-HOG descriptor for robust visual hand tracking
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
Background subtraction for automated multisensor surveillance: a comprehensive review
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
Automatic workflow monitoring in industrial environments
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
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
Multi-target tracking by learning class-specific and instance-specific cues
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
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
Real-time estimation of optical flow based on optimized haar wavelet features
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
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
Logitboost extension for early classification of sequences
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Recent advances and trends in visual tracking: A review
Neurocomputing
People tracking algorithm for human height mounted cameras
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Object flow: learning object displacement
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
An attempt to segment foreground in dynamic scenes
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
Automated detection of major thoracic structures with a novel online learning method
MLMI'11 Proceedings of the Second international conference on Machine learning in medical imaging
TAKES: a fast method to select features in the kernel space
Proceedings of the 20th ACM international conference on Information and knowledge management
Fusing multiple video sensors for surveillance
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Long term carefully learning for person detection application to intelligent surveillance system
Proceedings of the 9th International Conference on Advances in Mobile Computing and Multimedia
Online multiple tasks one-shot learning of object categories and vision
Proceedings of the 9th International Conference on Advances in Mobile Computing and Multimedia
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
Detection of vehicle manufacture logos using contextual information
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - 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
Background modeling by subspace learning on spatio-temporal patches
Pattern Recognition Letters
Incremental threshold learning for classifier selection
Neurocomputing
Editors Choice Article: I2VM: Incremental import vector machines
Image and Vision Computing
Automatic estimation of movement statistics of people
AMDO'12 Proceedings of the 7th international conference on Articulated Motion and Deformable Objects
Semi-supervised vehicle recognition: an approximate region constrained approach
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
International Journal of Computer Vision
Online crowdsourcing subjective image quality assessment
Proceedings of the 20th ACM international conference on Multimedia
Real time assistance for stent positioning and assessment by self-initialized tracking
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Online spatio-temporal structural context learning for visual tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
FaceHugger: the ALIEN tracker applied to faces
ECCV'12 Proceedings of the 12th international 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
Iterative appearance learning with online multiple instance learning
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
A data-driven detection optimization framework
Neurocomputing
Sparse coding based visual tracking: Review and experimental comparison
Pattern Recognition
Online web-data-driven segmentation of selected moving objects in videos
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
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
Visual tracking in continuous appearance space via sparse coding
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Structured visual tracking with dynamic graph
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
On-line object tracking with semi-supervised boosting based particle filter
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
A method for hand detection using internal features and active boosting-based learning
Proceedings of the Fourth Symposium on Information and Communication Technology
A novel online boosting algorithm for automatic anatomy detection
Machine Vision and Applications
A novel particle filter with implicit dynamic model for irregular motion tracking
Machine Vision and Applications
Tracking-by-detection of multiple persons by a resample-move particle filter
Machine Vision and Applications
Visual tracking via weakly supervised learning from multiple imperfect oracles
Pattern Recognition
Neurocomputing
Robust object tracking using enhanced random ferns
The Visual Computer: International Journal of Computer Graphics
Efficient tracking using a robust motion estimation technique
Multimedia Tools and Applications
Active learning for on-road vehicle detection: a comparative study
Machine Vision and Applications
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Boosting has become very popular in computer vision, showing impressive performance in detection and recognition tasks. Mainly off-line training methods have been used, which implies that all training data has to be a priori given; training and usage of the classifier are separate steps. Training the classifier on-line and incrementally as new data becomes available has several advantages and opens new areas of application for boosting in computer vision. In this paper we propose a novel on-line AdaBoost feature selection method. In conjunction with efficient feature extraction methods the method is real time capable. We demonstrate the multifariousness of the method on such diverse tasks as learning complex background models, visual tracking and object detection. All approaches benefit significantly by the on-line training.