Facial action tracking using particle filters and active appearance models
Proceedings of the 2005 joint conference on Smart objects and ambient intelligence: innovative context-aware services: usages and technologies
Pedestrian Detection via Periodic Motion Analysis
International Journal of Computer Vision
A particle filter for joint detection and tracking of color objects
Image and Vision Computing
Simultaneous Facial Action Tracking and Expression Recognition in the Presence of Head Motion
International Journal of Computer Vision
Towards understanding expression for tele-operation
International Journal of Computer Applications in Technology
EURASIP Journal on Advances in Signal Processing
HECOL: Homography and epipolar-based consistent labeling for outdoor park surveillance
Computer Vision and Image Understanding
Robust head tracking using 3D ellipsoidal head model in particle filter
Pattern Recognition
Multiview-based cooperative tracking of multiple human objects
Journal on Image and Video Processing - Anthropocentric Video Analysis: Tools and Applications
EURASIP Journal on Advances in Signal Processing
Evaluation of an appearance-based 3D face tracker using dense 3D data
Machine Vision and Applications
The AIT 2D Face Detection and Tracking System for CLEAR 2007
Multimodal Technologies for Perception of Humans
Apperance-Based Tracking and Face Identification in Video Sequences
AMDO '08 Proceedings of the 5th international conference on Articulated Motion and Deformable Objects
Particle Filter with Improved Proposal Distribution for Vehicle Tracking
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Adaptive active appearance model with incremental learning
Pattern Recognition Letters
Identity Management in Face Recognition Systems
Biometrics and Identity Management
Accurate appearance-based Bayesian tracking for maneuvering targets
Computer Vision and Image Understanding
Visual Tracking in Occlusion Environments by Autonomous Switching of Targets
IEICE - Transactions on Information and Systems
Person recognition using facial video information: A state of the art
Journal of Visual Languages and Computing
Joint trajectory tracking and recognition based on bi-directional nonlinear learning
Image and Vision Computing
Automated tracking in digitized videofluoroscopy sequences for spine kinematic analysis
Image and Vision Computing
Where and Who? Person Tracking and Recognition System
Proceedings of the 2007 conference on Emerging Artificial Intelligence Applications in Computer Engineering: Real Word AI Systems with Applications in eHealth, HCI, Information Retrieval and Pervasive Technologies
Graph-based transductive learning for robust visual tracking
Pattern Recognition
Subclass linear discriminant analysis for video-based face recognition
Journal of Visual Communication and Image Representation
Moving object verification in airborne video sequences
IEEE Transactions on Circuits and Systems for Video Technology
On the optimality of motion-based particle filtering
IEEE Transactions on Circuits and Systems for Video Technology
Sequential particle generation for visual tracking
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Multimedia - Special issue on integration of context and content
Tracking nonstationary visual appearances by data-driven adaptation
IEEE Transactions on Image Processing
Experimental Assessment of Probabilistic Integrated Object Recognition and Tracking Methods
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Ground plane velocity estimation embedding rectification on a particle filter multi-target tracking
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Adaptive mean-shift tracking with auxiliary particles
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Statistical Methods and Models for Video-Based Tracking, Modeling, and Recognition
Foundations and Trends in Signal Processing
Visual Tracking via Particle Filtering on the Affine Group
International Journal of Robotics Research
Detecting individual activities from video in a smart home
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part I
Kernel-Bayesian framework for object tracking
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Adaptive multiple object tracking using colour and segmentation cues
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Local dual closed loop model based Bayesian face tracking
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
Incremental AAM using synthesized illumination images
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
Integral framework for acquiring and evolving situations in smart environments
Journal of Ambient Intelligence and Smart Environments
Semi adaptive appearance models for lip tracking
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
An object tracking method using particle filter and scale space model
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
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
Tracking people in video sequences using multiple models
Multimedia Tools and Applications
Face tracking using multiple facial features based on particle filter
CAR'10 Proceedings of the 2nd international Asia conference on Informatics in control, automation and robotics - Volume 3
Effecient online appearance models for object tracking
MUSP'10 Proceedings of the 10th WSEAS international conference on Multimedia systems & signal processing
Robust height estimation of moving objects from uncalibrated videos
IEEE Transactions on Image Processing
Action and gait recognition from recovered 3-D human joints
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
A head pose and facial actions tracking method based on effecient online appearance models
WSEAS Transactions on Information Science and Applications
Efficient particle filtering via sparse kernel density estimation
IEEE Transactions on Image Processing
Robust and fast collaborative tracking with two stage sparse optimization
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Single camera pointing gesture recognition for interaction in edutainment applications
Proceedings of the 24th Spring Conference on Computer Graphics
Covariance tracking via geometric particle filtering
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
Robust visual tracking based on occlusion detection and particle redistribution
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
Multibandwidth kernel-based object tracking
Advances in Artificial Intelligence - Special issue on machine learning paradigms for modeling spatial and temporal information in multimedia data mining
Particle filter-based visual tracking with a first order dynamic model and uncertainty adaptation
Computer Vision and Image Understanding
A robust template tracking algorithm with weighted active drift correction
Pattern Recognition Letters
Integrated video object tracking with applications in trajectory-based event detection
Journal of Visual Communication and Image Representation
Recent advances and trends in visual tracking: A review
Neurocomputing
Probabilistic index histogram for robust object tracking
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
An adaptive gradient enhanced texture based tracking algorithm for video monitoring applications
Transactions on edutainment VI
Visual tracking based on Log-Euclidean Riemannian sparse representation
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
A grid-based Bayesian approach to robust visual tracking
Digital Signal Processing
Video-based face recognition: state of the art
CCBR'11 Proceedings of the 6th Chinese conference on Biometric recognition
Particle Filtering with Region-based Matching for Tracking of Partially Occluded and Scaled Targets
SIAM Journal on Imaging Sciences
What can we learn from biological vision studies for human motion segmentation?
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part II
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
3D facial pose tracking in uncalibrated videos
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Shadow detection: A survey and comparative evaluation of recent methods
Pattern Recognition
Spatiotemporal data mining with cellular automata
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part I
Distributed Markov Chain Monte Carlo kernel based particle filtering for object tracking
Multimedia Tools and Applications
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 with structured sparse representation appearance model
Pattern Recognition
A probabilistic integrated object recognition and tracking framework
Expert Systems with Applications: An International Journal
Human face analysis: from identity to emotion and intention recognition
ICEB'10 Proceedings of the Third international conference on Ethics and Policy of Biometrics and International Data Sharing
Robust Visual Tracking Using an Effective Appearance Model Based on Sparse Coding
ACM Transactions on Intelligent Systems and Technology (TIST)
Advanced formation and delivery of traffic information in intelligent transportation systems
Expert Systems with Applications: An International Journal
Occlusion detection and tracking method based on bayesian decision theory
PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
Integrated tracking and recognition of human activities in shape space
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
Pose robust face tracking by combining view-based AAMs and temporal filters
Computer Vision and Image Understanding
Visual tracking via dynamic tensor analysis with mean update
Neurocomputing
Multiple faces tracking using motion prediction and IPCA in particle filters
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Incremental update of linear appearance models and its application to AAM: incremental AAM
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Robust face tracking using motion prediction in adaptive particle filters
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Dictionary-based face recognition from video
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
Block covariance based l1 tracker with a subtle template dictionary
Pattern Recognition
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
Segmentation of Pedestrians with Confidence Level Computation
Journal of Signal Processing Systems
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
Object tracking from image sequences using adaptive models in fuzzy particle filter
Information Sciences: an International Journal
Least squares estimation-based adaptive observation model for aerial visual tracking applications
International Journal of Computational Vision and Robotics
Memory-based cognitive modeling for robust object extraction and tracking
Applied Intelligence
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We present an approach that incorporates appearance-adaptive models in a particle filter to realize robust visual tracking and recognition algorithms. Tracking needs modeling interframe motion and appearance changes, whereas recognition needs modeling appearance changes between frames and gallery images. In conventional tracking algorithms, the appearance model is either fixed or rapidly changing, and the motion model is simply a random walk with fixed noise variance. Also, the number of particles is typically fixed. All these factors make the visual tracker unstable. To stabilize the tracker, we propose the following modifications: an observation model arising from an adaptive appearance model, an adaptive velocity motion model with adaptive noise variance, and an adaptive number of particles. The adaptive-velocity model is derived using a first-order linear predictor based on the appearance difference between the incoming observation and the previous particle configuration. Occlusion analysis is implemented using robust statistics. Experimental results on tracking visual objects in long outdoor and indoor video sequences demonstrate the effectiveness and robustness of our tracking algorithm. We then perform simultaneous tracking and recognition by embedding them in a particle filter. For recognition purposes, we model the appearance changes between frames and gallery images by constructing the intra- and extrapersonal spaces. Accurate recognition is achieved when confronted by pose and view variations.