A survey of advances in vision-based human motion capture and analysis
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Using vision, acoustics, and natural language for disambiguation
Proceedings of the ACM/IEEE international conference on Human-robot interaction
Simultaneous eye tracking and blink detection with interactive particle filters
EURASIP Journal on Advances in Signal Processing
Vehicle and Person Tracking in Aerial Videos
Multimodal Technologies for Perception of Humans
Robust Face Tracking with Suppressed False Positives in Smart Home Environment
ICOST '08 Proceedings of the 6th international conference on Smart Homes and Health Telematics
Particle Filter with Improved Proposal Distribution for Vehicle Tracking
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Tracking and recognizing actions of multiple hockey players using the boosted particle filter
Image and Vision Computing
A New Hierarchical Particle Filter Based Tracking System for Soccer Game Analysis
PCM '08 Proceedings of the 9th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Optimal recursive clustering of likelihood functions for multiple object tracking
Pattern Recognition Letters
Fast curvilinear structure extraction and delineation using density estimation
Computer Vision and Image Understanding
A local-motion-based probabilistic model for visual tracking
Pattern Recognition
A swarm-intelligence based algorithm for face tracking
International Journal of Intelligent Systems Technologies and Applications
Efficient computation of channel-coded feature maps through piecewise polynomials
Image and Vision Computing
MSIADU '09 Proceedings of the 1st ACM SIGMM international workshop on Media studies and implementations that help improving access to disabled users
Tracking by parts: a Bayesian approach with component collaboration
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Adaptive pyramid mean shift for global real-time visual tracking
Image and Vision Computing
Semi-supervised particle filter for visual tracking
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
An incremental Bhattacharyya dissimilarity measure for particle filtering
Pattern Recognition
SPPRA '08 Proceedings of the Fifth IASTED International Conference on Signal Processing, Pattern Recognition and Applications
Object tracking with particle filter using color information
MIRAGE'07 Proceedings of the 3rd international conference on Computer vision/computer graphics collaboration techniques
Multiple object tracking via multi-layer multi-modal framework
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
Multiple people labeling and tracking using stereo for human computer interaction
HCI'07 Proceedings of the 12th international conference on Human-computer interaction: intelligent multimodal interaction environments
Kernel-Bayesian framework for object tracking
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Real-time motion tracking using the CELL BE
NTMS'09 Proceedings of the 3rd international conference on New technologies, mobility and security
Tracking objects with generic calibrated sensors: An algorithm based on color and 3D shape features
Robotics and Autonomous Systems
Measurement-based reclustering for multiple object tracking with particle filters
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Cascade particle filter for human tracking with multiple and heterogeneous cameras
ROBIO'09 Proceedings of the 2009 international conference on Robotics and biomimetics
IEEE Transactions on Image Processing
BKCAS: a distributed context-aware pervasive information system to support user roaming
International Journal of Intelligent Systems Technologies and Applications
Adaptive particle filter based on energy field for robust object tracking in complex scenes
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Trajectory-based representation of human actions
ICMI'06/IJCAI'07 Proceedings of the ICMI 2006 and IJCAI 2007 international conference on Artifical intelligence for human computing
Robust visual tracking based on occlusion detection and particle redistribution
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Multi-Camera Tracking with Adaptive Resource Allocation
International Journal of Computer Vision
Integrating the projective transform with particle filtering for visual tracking
Journal on Image and Video Processing - Special issue on advanced video-based surveillance
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
Tracking of individuals in very long video sequences
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part I
Effective appearance model and similarity measure for particle filtering and visual tracking
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Robust Visual Tracking Using an Effective Appearance Model Based on Sparse Coding
ACM Transactions on Intelligent Systems and Technology (TIST)
An Efficient Particle Filter---based Tracking Method Using Graphics Processing Unit (GPU)
Journal of Signal Processing Systems
Backtracking: Retrospective multi-target tracking
Computer Vision and Image Understanding
Dynamic appearance model for particle filter based visual tracking
Pattern Recognition
Gaussian propagation model based dense optical flow for objects tracking
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part I
Low-rank sparse learning for robust visual tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Robust Visual Tracking via Structured Multi-Task Sparse Learning
International Journal of Computer Vision
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Artificial Intelligence - Volume Part I
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
Proceedings of the 3rd ACM international workshop on Audio/visual emotion challenge
A novel evidence based model for detecting dangerous situations in level crossing environments
Expert Systems with Applications: An International Journal
Tracking-by-detection of multiple persons by a resample-move particle filter
Machine Vision and Applications
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A very efficient and robust visual object tracking algorithm based on the particle filter is presented. The method characterizes the tracked objects using color and edge orientation histogram features. While the use of more features and samples can improve the robustness, the computational load required by the particle filter increases. To accelerate the algorithm while retaining robustness we adopt several enhancements in the algorithm. The first is the use of integral images [34] for efficiently computing the color features and edge orientation histograms, which allows a large amount of particles and a better description of the targets. Next, the observation likelihood based on multiple features is computed in a coarse-to-fine manner, which allows the computation to quickly focus on the more promising regions. Quasi-random sampling of the particles allows the filter to achieve a higher convergence rate. The resulting tracking algorithm maintains multiple hypotheses and offers robustness against clutter or short period occlusions. Experimental results demonstrate the efficiency and effectiveness of the algorithm for single and multiple object tracking.