A reinforcement learning approach to active camera foveation

Proceedings of the ACM International Multimedia Conference and Exhibition

Volumn , Issue , 2006, Pages 179-186

  Bagdanov, Andrew D ^a   Del Bimbo, Alberto ^a   Nunziati, Walter ^a   Pernici, Federico ^a  

^a UNIVERSITY OF FLORENCE   (Italy)

Author keywords

Reinforcement learning; Video surveillance systems

Indexed keywords

CALIBRATION; CAMERAS; IMAGE ACQUISITION; MULTIMEDIA SYSTEMS; OPTIMIZATION;

LEARNING FOVEATION STRATEGIES; VIDEO SURVEILLANCE SYSTEMS; VISUAL DETECTORS;

REINFORCEMENT LEARNING;

EID: 34547492338     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1178782.1178809     Document Type: Conference Paper

References (12)

1. A. D. Bagdanov, A. del Bimbo, and W. Nunziati. Improving evidential quality of surveillance imagery through active face tracking. In Proceedings of ICPR, 2006, 2006. (to appear).
2. A. D. Bagdanov, A. del Bimbo, and F. Pernici. Acquisition of high-resolution images through on-line saccade sequence planning. In Proceedings of VSSN2005, pages 121-130, 2005.
3. C. J. Costello, C. P. Diehl, A. Banerjee, and H. Fisher. Scheduling an active camera, to observe people. In Proceedings of VSSN2004, October 2004.
4. M. Erdem and S. Sclaroff. Look there! predicting where to look for motion in an active camera network. In Proceedings of IEEE Conference on Advanced Video and Signal Based Surveillance (AVSS), 2005.
5. L. P. Kaelbling, M. L. Littman, and A. P. Moore. Reinforcement learning: A survey. Journal of Artificial Intelligence Research, 4:237-285, 1996.
6. S.-N. Lim, L. S. Davis, and A. Elgammal. Scalable image-based multi-camera visual surveillance system. In Proceedings IEEE Conference on Advanced Video and Signal Based Surveillance, pages 205-212, July 2003.
7. D. W. Murray, K. J. Bradshaw, P. F. McLauchlan, I. D. Reid, and P. Sharkey. Driving saccade to pursuit using image motion. IJCV, 16(3):205-228, 1995.
8. J. Peng and R. J. Williams. Incremental multi-step q-learning. Machine Learning, 22(1-3):283-290, March 1996.
9. A. Senior, A. Hampapur, and M. Lu. Acquiring multi-scale images by pan-tilt-zoom control and automatic multi-camera calibration. In Proceedings of the IEEE Workshop on Applications on Computer Vision, Breckenridge, Colorado, January 2005.
10. J. N. Tsitsiklis. Asynchronous stochastic approximation and q-learning. Machine Learning, 22(1):185-202, May 1994.
11. C. J. C. H. Watkins and P. Dayan. Q-learning. Machine Learning, 8(3-4):279-292, May 1992.
12. X. Zhou, R. Collins, T. Kanadade, and P. Metes. A master-slave system to acquire biometric imagery of humans at a distance. In ACM SIGMM 2003 Workshop on Video Surveillance, Berkeley, CA, 2003.