A Validity Measure for Fuzzy Clustering
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A State-Based Approach to the Representation and Recognition of Gesture
IEEE Transactions on Pattern Analysis and Machine Intelligence
Real-Time American Sign Language Recognition Using Desk and Wearable Computer Based Video
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Tracking of Position and Velocity With Kalman Snakes
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning Patterns of Activity Using Real-Time Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
W4: Real-Time Surveillance of People and Their Activities
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Bayesian Computer Vision System for Modeling Human Interactions
IEEE Transactions on Pattern Analysis and Machine Intelligence
Discovery and Segmentation of Activities in Video
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recognition of Visual Activities and Interactions by Stochastic Parsing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multiobject Behavior Recognition by Event Driven Selective Attention Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning variable-length Markov models of behavior
Computer Vision and Image Understanding - Modeling people toward vision-based underatanding of a person's shape, appearance, and movement
Extraction of 2D Motion Trajectories and Its Application to Hand Gesture Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
M2Tracker: A Multi-View Approach to Segmenting and Tracking People in a Cluttered Scene
International Journal of Computer Vision
Visual Surveillance of Human Activity
ACCV '98 Proceedings of the Third Asian Conference on Computer Vision-Volume II
Double exponential smoothing: an alternative to Kalman filter-based predictive tracking
EGVE '03 Proceedings of the workshop on Virtual environments 2003
Tracking non-rigid, moving objects based on color cluster flow
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Understanding manipulation in video
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
View-Based Interpretation of Real-Time Optical Flow for Gesture Recognition
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
Application of the Self-Organizing Map to Trajectory Classification
VS '00 Proceedings of the Third IEEE International Workshop on Visual Surveillance (VS'2000)
Representation and recognition of action in interactive spaces
Representation and recognition of action in interactive spaces
Parameterized Modeling and Recognition of Activities
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
A Multi-Object Tracking System for Surveillance Video Analysis
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04
Semantic-level Understanding of Human Actions and Interactions using Event Hierarchy
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 1 - Volume 01
Ontology-Driven Bayesian Networks for Dynamic Scene Understanding
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 7 - Volume 07
Activity Recognition and Abnormality Detection with the Switching Hidden Semi-Markov Model
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Detecting unusual activity in video
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
A survey on visual surveillance of object motion and behaviors
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Complexity reduction for "large image" processing
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Learning activity patterns using fuzzy self-organizing neural network
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Monitoring human behavior in an assistive environment using multiple views
Proceedings of the 1st international conference on PErvasive Technologies Related to Assistive Environments
Human Behavior Classification Using Multiple Views
SETN '08 Proceedings of the 5th Hellenic conference on Artificial Intelligence: Theories, Models and Applications
Developing argumentation processing agents for computer-supported collaborative learning
Expert Systems with Applications: An International Journal
Dynamic shape outlier detection for human locomotion
Computer Vision and Image Understanding
Intelligent Decision Technologies
Segment Model Based Vehicle Motion Analysis
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Learning People Trajectories Using Semi-directional Statistics
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
International Journal of Robotics Research
Proceedings of the ACM International Conference on Image and Video Retrieval
Model-based probabilistic collision detection in autonomous driving
IEEE Transactions on Intelligent Transportation Systems
Incremental learning of statistical motion patterns with growing hidden Markov models
IEEE Transactions on Intelligent Transportation Systems
Data Driven Evaluation of Crowds
MIG '09 Proceedings of the 2nd International Workshop on Motion in Games
Statistical motion information extraction and representation for semantic video analysis
IEEE Transactions on Circuits and Systems for Video Technology
Robust temporal activity templates using higher order statistics
IEEE Transactions on Image Processing
Real-time monitoring of water quality using temporal trajectory of live fish
Expert Systems with Applications: An International Journal
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
Fast forensic video event retrieval using geospatial computing
Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research & Application
Time-Delayed Correlation Analysis for Multi-Camera Activity Understanding
International Journal of Computer Vision
Vs-star: A visual interpretation system for visual surveillance
Pattern Recognition Letters
Mutual calibration of camera motes and RFIDs for people localization and identification
Proceedings of the Fourth ACM/IEEE International Conference on Distributed Smart Cameras
Probabilistic modeling of mobile agents' trajectories
ADMI'10 Proceedings of the 6th international conference on Agents and data mining interaction
Anomaly detection over spatiotemporal object using adaptive piecewise model
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Unsupervised learning of functional categories in video scenes
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Automatic learning of background semantics in generic surveilled scenes
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Functional scene element recognition for video scene analysis
WMVC'09 Proceedings of the 2009 international conference on Motion and video computing
Abnormality detection using low-level co-occurring events
Pattern Recognition Letters
Unsupervised discovery of activity correlations using latent topic models
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Experimental study on fighters behaviors mining
Expert Systems with Applications: An International Journal
Goal-based trajectory analysis for unusual behaviour detection in intelligent surveillance
Image and Vision Computing
Anomalous video event detection using spatiotemporal context
Computer Vision and Image Understanding
Learning video manifold for segmenting crowd events and abnormality detection
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Prediction of collisions between vehicles using attainable region
Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Motion pattern extraction and event detection for automatic visual surveillance
Journal on Image and Video Processing - Special issue on advanced video-based surveillance
Detecting anomalies in people's trajectories using spectral graph analysis
Computer Vision and Image Understanding
Adaptive human motion analysis and prediction
Pattern Recognition
Trajectory Analysis and Semantic Region Modeling Using Nonparametric Hierarchical Bayesian Models
International Journal of Computer Vision
Unsupervised video surveillance
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
Unsupervised discovery, modeling, and analysis of long term activities
ICVS'11 Proceedings of the 8th international conference on Computer vision systems
Event detection based on a pedestrian interaction graph using hidden Markov models
PIA'11 Proceedings of the 2011 ISPRS conference on Photogrammetric image analysis
An entropy approach for abnormal activities detection in video streams
Pattern Recognition
Crowd behavior surveillance using bhattacharyya distance metric
CompIMAGE'10 Proceedings of the Second international conference on Computational Modeling of Objects Represented in Images
Optimizing motion of robotic manipulators in interaction with human operators
ICIRA'11 Proceedings of the 4th international conference on Intelligent Robotics and Applications - Volume Part I
Public Space Behavior Modeling With Video and Sensor Analytics
Bell Labs Technical Journal
Video Behaviour Mining Using a Dynamic Topic Model
International Journal of Computer Vision
Detection of similar sequences in EEG maps series using correlation coefficients matrix
Machine Graphics & Vision International Journal
Exploratory search of long surveillance videos
Proceedings of the 20th ACM international conference on Multimedia
Learning common behaviors from large sets of unlabeled temporal series
Image and Vision Computing
Tracking using motion patterns for very crowded scenes
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Abnormal event detection in crowded scenes using sparse representation
Pattern Recognition
On the use of a minimal path approach for target trajectory analysis
Pattern Recognition
M4L: Maximum margin Multi-instance Multi-cluster Learning for scene modeling
Pattern Recognition
Cross-domain traffic scene understanding by motion model transfer
Proceedings of the 4th ACM/IEEE international workshop on Analysis and retrieval of tracked events and motion in imagery stream
Computer Vision and Image Understanding
Learning motion patterns in unstructured scene based on latent structural information
Journal of Visual Languages and Computing
Video event detection for fault monitoring in assembly automation
International Journal of Intelligent Systems Technologies and Applications
Traffic event classification at intersections based on the severity of abnormality
Machine Vision and Applications
Hi-index | 0.15 |
Analysis of motion patterns is an effective approach for anomaly detection and behavior prediction. Current approaches for the analysis of motion patterns depend on known scenes, where objects move in predefined ways. It is highly desirable to automatically construct object motion patterns which reflect the knowledge of the scene. In this paper, we present a system for automatically learning motion patterns for anomaly detection and behavior prediction based on a proposed algorithm for robustly tracking multiple objects. In the tracking algorithm, foreground pixels are clustered using a fast accurate fuzzy K{\hbox{-}}\rm means algorithm. Growing and prediction of the cluster centroids of foreground pixels ensure that each cluster centroid is associated with a moving object in the scene. In the algorithm for learning motion patterns, trajectories are clustered hierarchically using spatial and temporal information and then each motion pattern is represented with a chain of Gaussian distributions. Based on the learned statistical motion patterns, statistical methods are used to detect anomalies and predict behaviors. Our system is tested using image sequences acquired, respectively, from a crowded real traffic scene and a model traffic scene. Experimental results show the robustness of the tracking algorithm, the efficiency of the algorithm for learning motion patterns, and the encouraging performance of algorithms for anomaly detection and behavior prediction.