Learning-based spatio-temporal vehicle tracking and indexing for transportation multimedia database systems

IEEE Transactions on Intelligent Transportation Systems

Volumn 4, Issue 3, 2003, Pages 154-167

  Chen, Shu Ching ^a   Shyu, Mei Ling ^b   Peeta, Srinivas ^c   Zhang, Chengcui ^a  

^a Florida International University   (United States)

^b UNIVERSITY OF MIAMI   (United States)

^c PURDUE UNIVERSITY   (United States)

Author keywords

Advanced traffic management systems (ATMS); Advanced traveler information systems (ATIS); Background learning and background subtraction; Intelligent transportation systems (ITS); Multimedia database indexing; Segmentation; Vehicle tracking; Video analysis

Indexed keywords

INTELLIGENT TRANSPORTATION SYSTEM;

EID: 1242277316     PISSN: 15249050     EISSN: None     Source Type: Journal    
DOI: 10.1109/TITS.2003.821290     Document Type: Article

References (27)

1. R. Cucchiara, M. Piccardi, and P. Mello, "Image analysis and rule-based reasoning for a traffic monitoring system," in Proc. IEEE Int. Conf. Intelligent Transportation Systems (IEEJ JSAI), vol. 1, Tokyo, Japan, June 2000, pp. 119-130.
2. D. J. Dailey, F. Cathey, and S. Pumrin, "An algorithm to estimate mean traffic speed using uncalibrated cameras," IEEE Trans. Intell. Transport. Syst., vol. 1, pp. 98-107, June 2000.
3. T. Huang and S. Russell, "Object identification: A Bayesien analysis with application to traffic surveillance," Artificial Intell., vol. 103, pp. 1-17, 1998.
4. S. Kamijo, Y. Matsushita, and K. Ikeuchi, "Traffic monitoring and accident detection at intersections," IEEE Trans. Intell. Transport. Syst., vol. 1, pp. 108-118, June 2000.
5. S.-C. Chen and R. L. Kashyap, "A spatio-temporal semantic model for multimedia database systems and multimedia information systems," IEEE Trans. Knowledge Data Eng., vol. 13, pp. 607-622, July/Aug. 2001.
6. S.-C. Chen, M.-L. Shyu, and C. Zhang, "An intelligent framework for spatio-temporal vehicle tracking," in Proc. 4th Int. IEEE Conf. Intelligent Transportation Systems, Oakland, CA, Aug. 25-29, 2001, pp. 213-218.
7. S.-C. Chen, M.-L. Shyu, and C. Zhang, "An unsupervised segmentation framework for texture image queries," in Proc. 25th IEEE Computer Soc. Int. Computer Software and Applications Conf. (COMPSAC), Chicago, IL, Oct. 8-12, 2001, pp. 569-573.
8. S.-C. Chen, M.-L. Shyu, C. Zhang, and R. L. Kashyap, "Object tracking and augmented transition network for video indexing and modeling," Proc. l2th IEEE Int. Conf. Tools with Artificial Intelligence (ICTAI 2000), pp. 428-435, Nov. 13-15, 2000.
9. S. Peeta, "System optimal dynamic traffic assignment in congested networks with advanced information systems," Ph.D. dissertation, The University of Texas at Austin, 1994.
10. S. Peeta and H. S. Mahmassani, "System optimal and user equilibrium time-dependent traffic assignment in congested networks," Annals Operations Res., pp. 81-113, 1995.
11. S. Peeta and H. S. Mahmassani, "Multiple user classes real-time traffic assignment for online operations: A rolling horizon solution framework," Transport. Res., vol. 3, no. 2, pp. 83-98, 1995.
12. C. Stauffer and W. E. L. Grimson, "Adaptive background mixture models for real-time tracking," in Proc. IEEE Computer Soc. Conf. Computer Vision and Pattern Recognition, 1999, pp. 246-252.
13. S. M. Smith and J. M. Brady, "Asset-2: Real-time motion segmentation and shape tracking," IEEE Trans. Pattern Anal. Machine Intell., vol. 17, pp. 814-820, 1995.
14. [Online]. Available: http://www-2.cs.cmu.edu/~vsam/research.html #COMPUS
15. I. Cohen and G. Medioni, "Detecting and tracking objects in video surveillance," in Proc. IEEE Computer Vision and Pattern Recognition 99, Fort Collins, CO, June 1999, pp. 319-325.
16. R. C. Gonzalez and R. E. Woods, Digital Image Processing, Reading, MA: Addison-Wesley, 1993.
17. W. E. L. Grimson, C. Stauffer, R. Romano, and L. Lee, "Using adaptive tracking to classify and monitor activities in a site," in Proc. IEEE Computer Society Conf. Computer Vision and Pattern Recognition, 1998, pp. 22-31.
18. I. Haritaoglu, D. Harwood, and L. Davis, "W4-Who, where, when, what: A real-time system for detecting and tracking people," in Proc. IEEE 3rd Int. Conf. Face and Gesture Recognition, Nara, Japan, 1998, pp. 222-227.
19. K. Toyama, J. Krumm, B. Brumitt, and B. Meyers, "Wallflower: Principles and practice of background maintenance," in Proc. 7th Int. Conf. Computer Vision (ICCV'99), Island of Crete, Sept. 1999, pp. 255-261.
20. S.-C. Chen, S. Sista, M.-L. Shyu, and R. L. Kashyap, "An indexing and searching structure for multimedia database systems," in Proc. IS&T/SPIE Conf. Storage and Retrieval for Media Databases 2000, San Jose, CA, Jan. 23-28, 2000, pp. 262-270.
21. S. Sista and R. L. Kashyap, "Unsupervised video segmentation and object tracking," Computers Industry, vol. 42, no. 2-3, pp. 127-146, June 2000.
22. I. Haritaoglu, D. Harwood, and L. Davis, "A fast background scene modeling and maintenance for outdoor surveillance," in Proc. 15th IEEE Int. Conf. Pattern Recognition: Applications, Robotics Systems, and Architectures, Barcelona, Spain, Sept. 2000, pp. 179-183.
23. S.-C. Chen, M.-L. Shyu, C. Zhang, and R. L. Kashyap, "Identifying overlapped objects for video indexing and modeling in multimedia database systems," Int. J. Artificial Intell. Tools, vol. 10, no. 4, pp. 715-734, Dec. 2001.
24. S. C. Kleene, Representation of Events in Nerve Nets and Finite Automata, Automata Studies. Princeton, N.J.: Princeton Univ. Press, 1956, pp. 3-41.
25. A. Guttman, "R-tree: A dynamic index structure for spatial search," in Proc. ACM SIGMOD, June 1984, pp. 47-57.
26. [Online]. Available: http://i21www.ira.uka.de/cgi-bin/download?bad
27. N. Friedman and S. Russell, "Image segmentation in video sequences: A probabilistic approach," in Proc. 13th Conf. Uncertainty in Artificial Intelligence (UAI 97), 1997, pp. 175-181.