A constrained probabilistic Petri net framework for human activity detection in video

IEEE Transactions on Multimedia

Volumn 10, Issue 6, 2008, Pages 982-986

  Albanese, Massimiliano ^a   Chellappa, Rama ^a   Moscato, Vincenzo ^b   Picariello, Antonio ^b   Subrahmanian, V S ^a   Turaga, Pavan ^a   Udrea, Octavian ^a  

^a UNIVERSITY OF MARYLAND   (United States)

^b UNIVERSITY OF NAPLES FEDERICO II   (Italy)

Author keywords

Algorithms; Machine vision; Petri nets; Surveillance

Indexed keywords

ACTIVITY MODELS; AUTOMATED SURVEILLANCE SYSTEMS; COMPUTATIONAL FRAMEWORKS; HIGH QUALITIES; HUMAN ACTIVITIES; LEVEL PROCESSING; MACHINE VISION; MULTI-AGENT; PARKING LOTS; PETRI-NET; SURVEILLANCE; SURVEILLANCE VIDEOS; TWO TYPES;

COMPUTER VISION; FORESTRY; GRAPH THEORY; MARINE BIOLOGY; PARKING; PETRI NETS; PROBABILITY;

SECURITY SYSTEMS;

EID: 54949093196     PISSN: 15209210     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMM.2008.2001369     Document Type: Article

References (30)

1. R. Chellappa, N. P. Cuntoor, S. W. Joo, V. S. Subrahmanian, and P. Turaga, Understanding Events: How Humans See, Represent, and Act on Events. Oxford, U.K. : Oxford Univ. Press, Jan. 2008, ch. Computational Vision Approaches to Event Modeling.
2. H. Buxton and S. Gong, "Visual surveillance in a dynamic and uncertain world," Artif. Intell., vol. 78, no. 1-2, pp. 431-459, 1995.
3. F. Bremond and M. Thonnat, "Analysis of human activities described by image sequences," in Proc. Int. Florida AI Research Symp., 1997.
4. Q. Cai and J. Aggarwal, "Tracking human motion using multiple cameras," in Proc. 13th Int. Conf. on Pattern Recognition, 1996.
5. A. Bobick and J. Davis, "Real-time recognition of activity using temporal templates," in Proc. of IEEE Workshop on Application in Computer Vision, 1996, pp. 39-42.
6. N. Vaswani, A. R. Chowdhury, and R. Chellappa, "Activity recognition using the dynamics of the configuration of interacting objects," in Proc. 2003 IEEE Conf. Computer Vision and Pattern Recognition (CVPR'03), 2003, vol. 2, pp. 633-642.
7. T. Huang, D. Koller, J. Malik, G. Ogasawara, B. Rao, S. Russell, and J. Weber, "Automatic symbolic traffic scene analysis using belief networks," in Proc. 12th Nat. Conf. on Artificial Intelligence (AAAI'94), 1994, pp. 966-972.
8. J. Pearl, Probabilistic Reasoning in Intelligent Systems. San Mateo, CA: Morgan Kaufmann, 1988.
9. S. Hongeng and R. Nevatia, "Multi-agent event recognition," in Proc. 8th Int. Conf. on Computer Vision (ICCV'01), 2001, pp. 84-93.
10. M. Brand, "Understanding manipulation in video," in Proc. 2nd Int. Conf. on Automatic Face and Gesture Recognition, 1996, pp. 94-99.
11. Y. Ivanov and A. Bobick, "Recognition of visual activities and interactions by stochastic parsing," IEEE Trans. Pattern Anal. Mach. Intell. vol. 22, no. 8, pp. 852-872, 2000.
12. M. Albanese, V. Moscato, A. Picariello, V. S. Subrahmanian, and O. Udrea, "Detecting stochastically scheduled activities in video," in Proc. 20th Int. Joint Conf. on Artificial Intelligence (IJCAI'07), Jan. 2007, pp. 1802-1807.
13. V. D. Shet, D. Harwood, and L. S. Davis, "VidMAP: Video monitoring of activity with prolog," in Proc. IEEE Int. Conf. on Advanced Video and Signal based Surveillance. (AVSS), 2005, pp. 224-229.
14. C. Castel, L. Chaudron, and C. Tessier, "What is going on? a high-level interpretation of a sequence of images," in Proc. ECCV Workshop on Conceptual Descriptions from Images, Cambridge, U.K., 1996.
15. N. Ghanem, D. DeMenthon, D. Doermann, and L. Davis, "Representation and recognition of events in surveillance video using petri nets," in Proc. 2nd IEEE Workshop on Event Mining, CVPR2004, 2004, pp. 112-.
16. D. Moore and I. Essa, "Recognizing multitasked activities from video using stochastic context-free grammar," in Proc. 18th Nat. Conf. on Artificial Intelligence (AAAI'02), 2002, pp. 770-776.
17. S. W. Joo and R. Chellappa, "Recognition of multi-object events using attribute grammars," in Proc. of IEEE Int. Conf. Image Processing, Oct. 2006, pp. 2897-2900.
18. C. Lesire and C. Tessier, "Particle petri nets for aircraft procedure monitoring under uncertainty," in Proc. 26th Int. Conf. on Applications and Theory of Petri Nets (ICATPN'05), Jun. 2005, pp. 329-348, Springer Verlag.
19. J. Cardoso, R. Valette, and D. Dubois, "Possibilistic petri nets," IEEE Trans. Syst. Man Cybern. B, vol. 29, no. 5, pp. 573-582, Oct. 1999.
20. V. T. Vu, F. Bremond, and M. Thonnat, "Automatic video interpretation: A novel algorithm for temporal scenario recognition," in Proc. 18th Int. Joint Conf. on Artificial Intelligence (IJCAI'03), 2003.
21. R. David and H. Alla, "Petri nets for modeling of dynamic systems - A survey," Automatica, vol. 30, no. 2, pp. 175-202, 1994.
22. T. Murata, "Petri nets: Properties, analysis and applications," Proc. IEEE, vol. 77, no. 4, pp. 541-580, Apr. 1989.
23. M. A. Marsan, G. Balbo, G. Chiola, G. Conte, S. Donatelli, and G. Franceschinis, "An introduction to generalized stochastic petri nets," Microelectron. Reliab., vol. 31, no. 4, pp. 699-725, 1991.
24. S.-M. Chen, J.-S. Ke, and J.-F. Chang, "Knowledge representation using fuzzy petri nets," IEEE Trans. Inf. Theory, vol. 2, no. 3, pp. 311-319, Sep. 1990.
25. N. T. Siebel and S. Maybank, "Fusion of multiple tracking algorithms for rbust people tracking," in Proc. 7th Eur. Conf. Computer Vision (ECCV 2002), May 2002, vol. IV, pp. 373-387.
26. N. T. Siebel and S. Maybank, "The ADVISOR visual surveillance system," in Proc. ECCV 2004 Workshop Applications of Computer Vision (ACV'04), May 2004, pp. 103-111.
27. I. Haritaoglu, D. Harwood, and L. S. Davis, "W4: Real-time surveillance of people and their activities," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 8, pp. 809-830, Aug. 2000.
28. A. Prati, I. Mikic, M. M. Trivedi, and R. Cucchiara, "Detecting moving shadows: Algorithms and evaluation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 7, pp. 918-923, Jul. 2003.
29. Y. Zhu, S. Schwartz, and M. Orchard, "Fast face detection using subspace discriminant wavelet features," in Proc. IEEE Conf. on Computer Vision and Pattern Recognition, June 2000, vol. 1, pp. 636-642.
30. S. Khan and M. Shah, "Tracking people in presence of occlusion," in Proc. Asian Conf. on Computer Vision, Jan. 2000.