Frequent trajectory patterns mining for intelligent visual surveillance system

Journal of Donghua University (English Edition)

Volumn 26, Issue 2, 2009, Pages 164-170

  Lin, Q U ^a   Yao wu, Chen ^a  

^a ZHEJIANG UNIVERSITY   (China)

Author keywords

Mean shift; Trajectory classification; Trajectory pattern mining; Visual surveillance

Indexed keywords

MONITORING; SECURITY SYSTEMS; TRAJECTORIES;

DISTRIBUTION PATTERNS; FREQUENT PATTERNS MININGS; INTELLIGENT VISUAL SURVEILLANCES; MEAN SHIFT; MINING ALGORITHMS; TRAJECTORY CLASSIFICATION; TRAJECTORY PATTERN; VISUAL SURVEILLANCE;

CLUSTERING ALGORITHMS;

CONTROL SYSTEM; MATHEMATICAL MODEL; PATTERN (CONFIGURATION);

EID: 67650309284     PISSN: 16725220     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (17)

1. Hu W, Tan T, Wang L, et al. A Survey on Visual Surveillance of Object Motion and Behaviors [J]. IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews, 2004, 34(3): 334-352.
2. Valera M, Velastin S A. Intelligent Distributed Surveillance Systems: a Review [C]. Proceedings of IFF, Proceedings Vision, Image & Signal Processing, UK, 2005: 192-204.
3. [3] Johnson N, Hogg D. Learning the Distribution of Object Trajectories for Event Recognition [J]. Image Vision Computing, 1996, 14(8): 609-615. (Pubitemid 126360016)
4. Sumpter N, Bulpitt A J. Learning Spatio-temporal Patterns for Predicting Object Behaviour [J]. Image Vision Computing, 2000, 18(9): 697-704.
5. Owen J, Hunter A. Application of the Self-organizing Map to Trajectory Classification [C]. Proceedings of the 3rd IEEE International Workshop on Visual Surveillance, Washington DC, USA, 2000: 77-83.
6. Hu W, Xie D, Tan T, et al. Learning Activity Patterns Using Fuzzy Self-organizing Neural Network [J]. IEEE Transactions on Systems', Man and Cybernetics, Part B: Cybernetics, 2004, 34(3): 1618-1626.
7. Hu W, Xie D, Tan T, et al. A Hierarchical Selforganizing Approach for Learning the Patterns of Motion Trajectories[J]. Chinese Journal of Computers, 2003, 26 (4): 417-426. (in Chinese)
8. Nafte A, Khalid S. Motion Trajectory Learning in the DftCoefficient Feature Space[C]. Proceedings of the 4th IEEE International Conference on Computer Vision Systems, NY, USA, 2006: 47-147
9. Alon J, Sclaroff S, Kollios G, eT al. Discovering Clusters in Motion Time-series Data[C]. Proceedings of the 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Wisconsin, USA, 2003: 375-381.
10. Atev S, Masoud O, Papanikolopoulos N. Learning Traffic Patterns at Intersections by Spectral Clustering of Motion Trajectories [C]. Proceedings of the 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems, Beijing, China, 2006: 4851-4856.
11. Fashandi H, Moghaddam A M E. A New Rotation Invariant Similarity Measure for Trajectories [C]. Proceedings of the 2005 IEEE International Symposium on Computational Intelligence in Robotics and Automation, Espoo, Finland, 2005: 631-634.
12. Anjum N, Cavallaro A. Unsupervised Fuzzy Clustering for Trajectory Analysis [C]. Proceedings of the 2007 IEEE International Conference on Image Processing, Texas, USA, 2007: 213-216.
13. Hoppner F, Klawonn F, Kruse R, et al. Fuzzy Cluster Analysis: Methods for Classification, Data Analysis and Image Recognition[M]. Chichester: John Wiley and Sons, 1999.
14. [14] Comaniciu D, Meer P. Mean Shift; a Robust Approach Toward Feature Space Analysis[J]. IEEE Transactions on pattern analysis and machine intelligence, 2002, 24(5): 603-619. (Pubitemid 34550429)
15. [15] Wang H, Suter D. Robust Adaptive-scale Parametric Model Estimation for Computer Vision [J]. /EEE Trattsactions on pattern analysis and machine intelligence, 2004, 26(11): 1459-1474. (Pubitemid 40168023)
16. Terrell G R. The Maximal Smoothing Principle in Density Estimation [J]. Journal of the American Statistical Association, 1990, 85(410): 470-477.
17. Agrawal R, Srikant R. Fast Algorithms for Mining Association Rules [C]. Proceedings of the Internetional Conference on Very Large Data Bases, Santiago de Chile, Chile, 1994: 487-499.