Visual learning and recognition of 3-D objects from appearance
International Journal of Computer Vision
EM algorithms for PCA and SPCA
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
IEEE Transactions on Pattern Analysis and Machine Intelligence
Contour Tracking by Stochastic Propagation of Conditional Density
ECCV '96 Proceedings of the 4th European Conference on Computer Vision-Volume I - Volume I
EigenTracking: Robust Matching and Tracking of Articulated Objects Using a View-Based Representation
ECCV '96 Proceedings of the 4th European Conference on Computer Vision-Volume I - Volume I
Incremental Singular Value Decomposition of Uncertain Data with Missing Values
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
A Framework for High-Level Feedback to Adaptive, Per-Pixel, Mixture-of-Gaussian Background Models
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
IEEE Transactions on Pattern Analysis and Machine Intelligence
Real-time tracking of image regions with changes in geometry and illumination
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
What is the set of images of an object under all possible lighting conditions?
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Elliptical Head Tracking Using Intensity Gradients and Color Histograms
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Joint Probabilistic Techniques for Tracking Multi-Part Objects
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Probabilistic visual learning for object detection
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
Learning Dynamical Models Using Expectation-Maximisation
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
A Framework for Modeling Appearance Change in Image Sequences
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
A Sparse Probabilistic Learning Algorithm for Real-Time Tracking
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
IEEE Transactions on Pattern Analysis and Machine Intelligence
Variational inference for visual tracking
CVPR'03 Proceedings of the 2003 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
Sequential Karhunen-Loeve basis extraction and its application to images
IEEE Transactions on Image Processing
A cognitive vision approach to early pest detection in greenhouse crops
Computers and Electronics in Agriculture
High performance template tracking using fixed models
ACM SIGGRAPH 2008 posters
Pattern Recognition Letters
Online Sparse Matrix Gaussian Process Regression and Vision Applications
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Shape Matching by Segmentation Averaging
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Automatic Database Creation and Object's Model Learning
Knowledge Acquisition: Approaches, Algorithms and Applications
Graph-based transductive learning for robust visual tracking
Pattern Recognition
Joint Random Sample Consensus and Multiple Motion Models for Robust Video Tracking
SCIA '09 Proceedings of the 16th Scandinavian Conference on Image Analysis
Real time tracking using an active pan-tilt-zoom network camera
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
VisualCor system: search actor correlations in TV series
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Visual Tracking via Particle Filtering on the Affine Group
International Journal of Robotics Research
Illumination invariant foreground detection using multi-subspace learning
International Journal of Knowledge-based and Intelligent Engineering Systems
Adaptive kernel principal component analysis
Signal Processing
Object tracking by bidirectional learning with feature selection
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Semi adaptive appearance models for lip tracking
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
Introduction to the special issue on recent advances in biometrics
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans - Special issue on recent advances in biometrics
Adaptive appearance model and condensation algorithm for robust face tracking
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans - Special issue on recent advances in biometrics
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Privacy preserving video surveillance using pedestrian tracking mechanism
Proceedings of the 2nd ACM workshop on Multimedia in forensics, security and intelligence
Adaptive learning of multi-subspace for foreground detection under illumination changes
Computer Vision and Image Understanding
Visual tracking using a pixelwise spatiotemporal oriented energy representation
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
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
On-line multi-view forests for tracking
Proceedings of the 32nd DAGM conference on Pattern recognition
Memory-based particle filter for tracking objects with large variation in pose and appearance
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
Incremental shape statistics learning for prostate tracking in TRUS
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part II
Covariance tracking via geometric particle filtering
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
Hausdorff matching based SVD-covariance descriptor for object tracking
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
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
Adaptive multi-cue tracking by online appearance learning
Neurocomputing
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 auxiliary particle filter with an adaptive appearance model for visual tracking
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
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
Hierarchical Kalman-particle filter with adaptation to motion changes for object tracking
Computer Vision and Image Understanding
Deceit detection via online behavioral learning
Proceedings of the 2011 ACM Symposium on Applied Computing
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
Null space based image recognition using incremental eigendecomposition
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
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
Dynamic subspace update with incremental Nyström approximation
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Robust object tracking via inertial potential based mean shift
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Automated vision tracking of project related entities
Advanced Engineering Informatics
Correlation-based incremental visual tracking
Pattern Recognition
Object tracking via appearance modeling and sparse representation
Image and Vision Computing
Particle Filtering with Region-based Matching for Tracking of Partially Occluded and Scaled Targets
SIAM Journal on Imaging Sciences
Online multiple tasks one-shot learning of object categories and vision
Proceedings of the 9th International Conference on Advances in Mobile Computing and Multimedia
Robust visual tracking with structured sparse representation appearance model
Pattern Recognition
Auto-scaled incremental tensor subspace learning for region based rate control application
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Visual focus of attention recognition in the ambient kitchen
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
On pedestrian detection and tracking in infrared videos
Pattern Recognition Letters
A compact association of particle filtering and kernel based object tracking
Pattern Recognition
Robust Visual Tracking Using an Effective Appearance Model Based on Sparse Coding
ACM Transactions on Intelligent Systems and Technology (TIST)
Incremental multi-view face tracking based on general view manifold
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Heavy-Tailed model for visual tracking via robust subspace learning
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
International Journal of Robotics Research
The cyber-physical bike: a step towards safer green transportation
Proceedings of the 12th Workshop on Mobile Computing Systems and Applications
A large margin framework for single camera offline tracking with hybrid cues
Computer Vision and Image Understanding
Intrackability: Characterizing Video Statistics and Pursuing Video Representations
International Journal of Computer Vision
Tracking video objects with feature points based particle filtering
Multimedia Tools and Applications
Online multiple instance gradient feature selection for robust visual tracking
Pattern Recognition Letters
Shape based appearance model for kernel tracking
Image and Vision Computing
Robust decentralized multi-model adaptive template tracking
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
Discontinuity-aware video object cutout
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Real-time visual tracking via online weighted multiple instance learning
Pattern Recognition
Using incremental subspace and contour template for object tracking
Journal of Network and Computer Applications
International Journal of Computer Vision
Visual tracking and learning using speeded up robust features
Pattern Recognition Letters
Visual tracking via multiple representative basic appearance models based on l 1 minimization
Proceedings of the 2012 ACM Research in Applied Computation Symposium
Dual-force metric learning for robust distracter-resistant tracker
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
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
Low-rank sparse learning for robust visual tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Robust gaussian-based template tracking
ICIRA'12 Proceedings of the 5th international conference on Intelligent Robotics and Applications - Volume Part I
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
Visual tracking via adaptive tracker selection with multiple features
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
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
Dynamic markov random field model for visual tracking
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
Efficient visual tracking by using LBP descriptor
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Local appearance based robust tracking via sparse representation
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Feature prominence-based weighting scheme for video tracking
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
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
A real-time system for head tracking and pose estimation
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Robust Visual Tracking via Structured Multi-Task Sparse Learning
International Journal of Computer Vision
Persistent object tracking in road panoramic videos
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on agent communication, trust in multiagent systems, intelligent tutoring and coaching systems
Euler Principal Component Analysis
International Journal of Computer Vision
Robust visual tracking with discriminative sparse learning
Pattern Recognition
Sparse coding based visual tracking: Review and experimental comparison
Pattern Recognition
Feature-Scoring-Based multi-cue infrared object tracking
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
An improved fisher discriminant dictionary learning for video object tracking
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Multi-part sparse representation in random crowded scenes tracking
Pattern Recognition Letters
Visual tracking by proto-objects
Pattern Recognition
Segmentation-based tracking by support fusion
Computer Vision and Image Understanding
Incremental slow feature analysis with indefinite kernel for online temporal video segmentation
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
Object tracking within the framework of concept drift
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
Robust registration-based tracking by sparse representation with model update
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
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
Game-theoretical occlusion handling for multi-target visual tracking
Pattern Recognition
Soft-assigned bag of features tracking
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
Proceedings of Conference on Advances In Robotics
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 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
Fusing cluster-centric feature similarities for face recognition in video sequences
Pattern Recognition Letters
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
A novel particle filter with implicit dynamic model for irregular motion tracking
Machine Vision and Applications
Learning structured visual dictionary for object tracking
Image and Vision Computing
Computer Vision and Image Understanding
Object tracking using learned feature manifolds
Computer Vision and Image Understanding
Collaborative object tracking model with local sparse representation
Journal of Visual Communication and Image Representation
Multimedia Tools and Applications
Efficient and robust multi-template tracking using multi-start interactive hybrid search
Computer Vision and Image Understanding
Neurocomputing
Least squares estimation-based adaptive observation model for aerial visual tracking applications
International Journal of Computational Vision and Robotics
Human automatic detection and tracking for outdoor video
Integrated Computer-Aided Engineering
Adaptive on-line similarity measure for direct visual tracking
Image and Vision Computing
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Visual tracking, in essence, deals with non-stationary image streams that change over time. While most existing algorithms are able to track objects well in controlled environments, they usually fail in the presence of significant variation of the object's appearance or surrounding illumination. One reason for such failures is that many algorithms employ fixed appearance models of the target. Such models are trained using only appearance data available before tracking begins, which in practice limits the range of appearances that are modeled, and ignores the large volume of information (such as shape changes or specific lighting conditions) that becomes available during tracking. In this paper, we present a tracking method that incrementally learns a low-dimensional subspace representation, efficiently adapting online to changes in the appearance of the target. The model update, based on incremental algorithms for principal component analysis, includes two important features: a method for correctly updating the sample mean, and a forgetting factor to ensure less modeling power is expended fitting older observations. Both of these features contribute measurably to improving overall tracking performance. Numerous experiments demonstrate the effectiveness of the proposed tracking algorithm in indoor and outdoor environments where the target objects undergo large changes in pose, scale, and illumination.