Multi-target tracking through opportunistic camera control in a resource constrained multimodal sensor network

2008 2nd ACM/IEEE International Conference on Distributed Smart Cameras, ICDSC 2008

Volumn , Issue , 2008, Pages

  Nayak, Jayanth ^a   Gonzalez Argueta, Luis ^b   Song, Bi ^b   Roy Chowdhury, Amit ^b   Tuncel, Ertem ^b  

^a MAYACHITRA INC   (United States)

^b University of California Riverside   (United States)

Author keywords

Audio video tracking; Camera control; Graph matching; Homography estimation

Indexed keywords

CAMERAS; SENSOR NETWORKS; SENSORS; TARGET TRACKING; TRACKING (POSITION); VIDEO RECORDING;

AUDIO DATUMS; AUDIO SENSORS; AUDIO-VIDEO TRACKING; CAMERA CONTROL; CAMERA CONTROLS; CAMERA NETWORKS; DYNAMIC ENVIRONMENTS; ENTRY/EXIT; GRAPH MATCHING; GROUND PLANES; HOMOGRAPHY; HOMOGRAPHY ESTIMATION; IMAGE PLANES; MULTI-MODAL NETWORKS; MULTI-TARGET TRACKING; MULTIMODAL INPUTS; MULTIMODAL SENSORS; REAL DATUMS; REGION OF INTERESTS; RESOURCE-CONSTRAINED; SCENE UNDERSTANDINGS; SOCIAL PERSPECTIVES; VIDEO DATUMS; VIDEO SENSORS; VIDEO SURVEILLANCES;

SECURITY SYSTEMS;

EID: 57349096363     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDSC.2008.4635682     Document Type: Conference Paper

References (28)

1. M. Beal, N. Jojic, and H. Attias, "A graphical model for audiovisual object tracking," in IEEE Trans. on Pattern Analysis and Machine Intelligence, 2003, vol. 25, pp. 828-836.
2. X. Zou and B. Bhanu, "Tracking humans using multimodal fusion," in Proc. IEEE Workshop on Object Tracking and Classification Beyond the Visible Spectrum, 2005.
3. A. O'Donovan, R. Duraiswami, and J. Neumann, "Microphone arrays as generalized cameras for integrated audio visual processing," in Proc. of IEEE Conf. on Computer Vision and Pattern Recognition, 2007.
4. S. Negahdaripour, "Epipolar geometry of opti-acoustic stereo imaging," in IEEE Trans. on Pattern Analysis and Machine Intelligence, 2007.
5. E. Kidron, Y. Schechner, and M. Elad, "Pixels that sound," in Proc. of IEEE Conf. on Computer Vision and Pattern Recognition, 2005.
6. Y. Ke, D. Hoiem, and R. Sukthankar, "Computer vision for music identification," in Proc. of IEEE Conf. on Computer Vision and Pattern Recognition, 2005.
7. Q. Cai and J. K. Aggarwal, "Automatic Tracking of Human Motion in Indoor Scenes Across Multiple Synchronized Video Streams," in Proc. of International Conf. on Computer Vision, 1998, pp. 356-362.
8. D. Makris, T. Ellis, and J. Black, "Bridging the gap between cameras," in Proc. of IEEE Conf. on Computer Vision and Pattern Recognition, 2004.
9. K. Tieu, G. Dalley, and W. E. L Grimson, "Inference of non-overlapping camera network topology by measuring statistical dependence," in International Conf. on Computer Vision, 2005.
10. S. Khan, O. Javed, Z. Rasheed, and M. Shah, "Human Tracking in Multiple Cameras," in Proc. of International Conf. on Computer Vision, 2001, pp. I: 331-336.
11. S. Khan, O. Javed, Z. Rasheed, and M. Shah, "Camera Handoff: Tracking in Multiple Uncalibrated Stationary Cameras," in IEEE Workshop on Human Motion, 2000.
12. B. Song and A. Roy-Chowdhury, "Stochastic adaptive tracking in a camera network," in Proc. of International Conf. on Computer Vision, 2007.
13. U. M. Erdem and S. Sclaroff, "Automated camera layout to satisfy task-specific and floor plan-specific coverage requirements," Computer Vision and Image Understanding, vol. 103, pp. 156-169, 2006.
14. F. Z. Qureshi and D. Terzopoulos, "Surveillance in virtual reality: System design and multi-camera control," in Proc. of IEEE Conf. on Computer Vision and Pattern Recognition, June 2007, pp. 1-8.
15. K. Tarabanis, P. Allen, and R. Tsai, "A Survey of Sensor Planning in Computer Vision," IEEE Trans. on Robotics and Automation, vol. 11, pp. 86-104, February 1995.
16. Y. Aloimonos, I. Weiss, and A. Bandyopadhyay, "Active vision," in International J. of Computer Vision, 1988.
17. R. Bajcsy, "Active Perception," Proc. IEEE, pp. 996-1005, August 1988.
18. D. H. Ballard, "Animate Vision," Artificial Intelligence, vol. 48, no. 1, pp. 57-86, February 1991.
19. A. H. Sayed, Fundamentals of adaptive filtering, John Wiley & Sons, Inc., Hoboken, NJ, 2003.
20. B. Wu and R. Nevatia, "Detection of multiple, partially occluded humans in a single image by bayesian combination of edgelet part detectors," in Proc. of International Conf. on Computer Vision, 2005.
21. 2.5 algorithm for maximum mathings in bipartite graphs," SIAM J. Computing, 1973.
22. O. Javed, Z. Rasheed, K. Shafique, and M. Shah, "Tracking in multiple cameras with disjoint views," in Proc. of International Conf. on Computer Vision, 2003.
23. K. Nummiaro, E. Koller-Meier, and L. Van Gool, "Object tracking with an adaptive color-based particle filter," in Symp. for Pattern Recognition of the DAGM, 2002.
24. G. D. Finlayson, B. Schiele, and J. L. Crowley, "Comprehensive colour image normalization," in Proc. of European Conference on Computer Vision, 1998.
25. M. K. Pitt and N. Shephard, "Filtering via simulation: Auxiliary particle filters," Journal of the American Statistical Association, vol. 94, pp. 590-599, 1999.
26. F. Guo and G. Qian, "Sample-Efficiency-Optimized Auxiliary Particle Filter," in Proceedings of IEEE Workshop on Statistical Signal Processing, 2005.
27. D. Liebowitz and A. Zisserman, "Metric rectification for perspective images of planes," in Proc. of IEEE Conf. on Computer Vision and Pattern Recognition, 1998.
28. J. Semple and G. Kneebone, Algebraic Projective Geometry, Oxford University Press, 1979.