Exemplar-based background model initialization

VSSN 2005 - Proceedings of the 3rd ACM International Workshop on Video Surveillance and Sensor Networks, co-located with ACM Multimedia 2005

Volumn , Issue , 2005, Pages 29-36

  Colombari, Andrea ^a   Cristani, Marco ^a   Murino, Vittorio ^a   Fusiello, Andrea ^a  

^a UNIVERSITY OF VERONA   (Italy)

Author keywords

Background initialization; Background modelling; Video analysis; Video inpainting; Video surveillance

Indexed keywords

ITERATIVE METHODS; MONITORING; SENSOR NETWORKS;

BACKGROUND INITIALIZATION; BACKGROUND MODELLING; VIDEO ANALYSIS; VIDEO INPAINTING; VIDEO SURVEILLANCE;

SECURITY SYSTEMS;

EID: 84958689740     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1099396.1099402     Document Type: Conference Paper

References (22)

1. Y. Deng and B. Manjunath. Unsupervised segmentation of color-texture regions in images and video. IEEE Trans. on Pattern Analysis and Machine Intelligence, 23(8):800-810, 2001.
2. H. Tao, H. Sawhney, and R. Kumar. Object tracking with bayesian estimation of dynamic layer representations. IEEE Trans. on Pattern Analysis and Machine Intelligence, 24(1):75-89, 2002.
3. Y. Yacoob and M. Black. Parametrized modeling and recognition of activities. Computer Vision and Image Understanding: CVIU, 73(2):232-247, 1999.
4. M. Petkovic and W. Jonker. Content-based video retrieval by integrating spatio-temporal and stochastic recognition of events. In Proc. of IEEE Workshop on Detection and Recognition of Events in Video, pages 75-82, 2001.
5. I. Haritaoglu, D. Harwood, and L. Davis. W4: real-time surveillance of people and their activities. IEEE Trans. on Pattern Analysis and Machine Intelligence, 22(8):809-830, 2000.
6. N. Friedman and S. Russell. Image segmentation in video sequences: A probabilistic approach. In Uncertainty in Artificial Intelligence: Proceedings of the Thirteenth Conference (UAI-1997), pages 175-181, San Francisco, CA, 1997. Morgan Kaufmann Publishers.
7. K. Toyama, J. Krumm, B. Brumitt, and B. Meyers. Wallflower: Principles and practice of background maintenance. In Int. Conf. Computer Vision, pages 255-261, 1999.
8. B. Gloyer, H. K. Aghajan, K. Y. Siu, and T. Kailath. Video-based freeway monitoring system using recursive vehicle tracking. In IS&T-SPIE Symposium on Electronic Imaging: Image and Video Processing, 1995.
9. C. Stauffer and W. Grimson. Adaptive background mixture models for real-time tracking. In Int. Conf. Computer Vision and Pattern Recognition, volume 2, 1999.
10. M. Cristani, M. Bicego, and V. Murino. Integrated region- and pixel-based approach to background modelling. In Proc. of IEEE Workshop on Motion and Video Computing, pages 3-8, 2002.
11. B. Stenger, V. Ramesh, N. Paragios, F.Coetzee, and J. M. Buhmann. Topology free hidden Markov models: Application to background modeling. In Int. Conf. Computer Vision, volume 1, pages 294-301, 2001.
12. N. Ohta. A statistical approach to background subtraction for surveillance systems. In Int. Conf. Computer Vision, volume 2, pages 481-486, 2001.
13. V. Cheung, B.J. Frey and N. Jojic. Video Epitomes. In Int. Conf. Computer Vision and Pattern Recognition, volume 1, pages 42-49, 2005.
14. A. Criminisi, P. Prez and K. Toyama. Region Filling and Object Removal by Exemplar-Based Inpainting. IEEE Trans. on Image Processing, 13(9):1200-1212, 2004.
15. Y. Wexler, E. Shechtman and M. Irani. Space-Time Video Completion. In Int. Conf. Computer Vision and Pattern Recognition, volume 1, pages 120-127, 2004.
16. D. Gutchess, M. Trajkovic, E. Cohen-Solal, D. Lyons and A.K. Jain. A Background Model Initialization Algorithm for Video Surveillance. In Int. Conf. Computer Vision, pages 733-740, 2001.
17. X. Gao, T. Boult, F. Coetzee, and V. Ramesh. Error analysis of background adaption. In Proc. of IEEE Conf. on Computer Vision Pattern Recognition, volume I, pages 503-510, 2000.
18. B. Gloyer, H. Aghajan, K.-Y. Siu, and T. Kailath. Video-based freeway monitoring system using recursive vehicle tracking. In C. M. Bishop and B. J. Frey, editors, Proc. SPIE - The International Society for Optical Engineering, volume 2421, pages 747-757, 1995.
19. A. Colombari, A. Fusiello, and V. Murino. Segmentation and tracking of multiple objects in video sequences. In Proc. of the 5th International Workshop on Image Analysis for Multimedia Interactive Services, 2004.
20. W. Long and Y. Yang. Stationary background generation: An alternative to the difference of two images. Pattern Recognition, 23:1351-1359, 1990.
21. A.P. Dempster, N.M. Laird and D.B. Rubin. Maximum Likelihood from incomplete data via the EM algorithm. J. Roy. Statist. Soc. B, 39:1-38, 1977.
22. M.A.T. Figueiredo and A.K. Jain. Unsupervised learning of finite mixture models. IEEE Trans. on Pattern Analysis and Machine Intelligence, 24(3):381-396, 2002.