Experiments with graphical model implementations of multiple target multiple Bernoulli filters

Proceedings of the 2011 7th International Conference on Intelligent Sensors, Sensor Networks and Information Processing, ISSNIP 2011

Volumn , Issue , 2011, Pages 532-537

  Williams, Jason L ^a  

^a DEFENCE SCIENCE AND TECHNOLOGY ORGANISATION   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

BERNOULLI; CARDINALITIES; CLOSELY-SPACED TARGETS; DATA ASSOCIATION; GRAPHICAL MODEL; MARGINAL DATA; MULTIPLE TARGETS; MULTITARGET; RANDOM FINITE SETS;

DATA PROCESSING; EXPERIMENTS; INTELLIGENT CONTROL; SENSOR NETWORKS; SMART SENSORS;

APPROXIMATION ALGORITHMS;

EID: 84863283806     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISSNIP.2011.6146620     Document Type: Conference Paper

References (20)

1. R. P. S. Mahler, Statistical Multisource-Multitarget Information Fusion. Norwood, MA: Artech House, 2007.
2. -, "Multitarget Bayes filtering via first-order multitarget moments," IEEE Transactions on Aerospace and Electronic Systems, vol. 39, no. 4, pp. 1152-1178, Oct. 2003.
3. -, "PHD filters of higher order in target number," IEEE Transactions on Aerospace and Electronic Systems, vol. 43, no. 4, pp. 1523-1543, October 2007.
4. B.-T. Vo, B.-N. Vo, and A. Cantoni, "The cardinality balanced multitarget multi-Bernoulli filter and its implementations," IEEE Transactions on Signal Processing, vol. 57, no. 2, pp. 409-423, Feb. 2009.
5. M. R. Morelande and S. Challa, "A multitarget tracking algorithm based on random sets," in Proc. 6th International Conference on Information Fusion, 2003, pp. 807-814.
6. T. Fortmann, Y. Bar-Shalom, and M. Scheffe, "Sonar tracking of multiple targets using joint probabilistic data association," IEEE Journal of Oceanic Engineering, vol. 8, no. 3, pp. 173-184, Jul 1983. (Pubitemid 13571120)
7. L. Chen, M. J. Wainwright, M. Çetin, and A. S. Willsky, "Multitargetmultisensor data association using the tree-reweighted max-product algorithm," in Proc SPIE Signal Processing, Sensor Fusion, and Target Recognition, vol. 5096, August 2003, pp. 127-138.
8. L. Chen, M. Çetin, and A. S. Willsky, "Distributed data association for multi-target tracking in sensor networks," in Proc. Eighth International Conference on Information Fusion, July 2005.
9. L. Chen, M. J. Wainwright, M. Çetin, and A. S. Willsky, "Data association based on optimization in graphical models with application to sensor networks," Mathematical and Computer Modelling, vol. 43, no. 9-10, pp. 1114-1135, 2006.
10. A. Gning and L. Mihaylova, "Dynamic clustering and belief propagation for distributed inference in random sensor networks with deficient links," in Proc. 12th International Conference on Information Fusion, Seattle, WA, 2009, pp. 656-663.
11. B. Huang and T. Jebara, "Approximating the permanent with belief propagation," arXiv, e-print arXiv:0908.1769v1, August 2009. [Online]. Available: http://arxiv.org/abs/0908.1769
12. J. L. Williams and R. A. Lau, "Data association by loopy belief propagation," in Proc. 13th International Conference on Information Fusion, Edinburgh, UK, July 2010.
13. P. O. Vontobel, "The Bethe permanent of a non-negative matrix," in Proc. 48th Allerton Conference on Communication, Control, and Computing, Urbana-Champaign, IL, September/October 2010, pp. 341-346.
14. J. L. Williams and R. A. Lau, "Convergence of loopy belief propagation for data association," in Sixth International Conference on Intelligent Sensors, Sensor Networks and Information Processing, Brisbane, Australia, December 2010.
15. P. O. Vontobel, "The Bethe permanent of a non-negative matrix," arXiv, e-print arXiv:1107.4196v1, July 2011. [Online]. Available: http://www.arxiv.com/abs/1107.4196
16. J. L. Williams, "Graphical model approximations of random finite set filters," arXiv, e-print arXiv:1105.3298v2, August 2011. [Online]. Available: http://arxiv.org/abs/1105.3298
17. H. A. Blom and E. A. Bloem, "Probabilistic data association avoiding track coalescence," IEEE Transactions on Automatic Control, vol. 45, no. 2, pp. 247-259, February 2000.
18. L. Svensson, D. Svensson, and P. Willett, "Set JPDA algorithm for tracking unordered sets of targets," in Proc. Twelfth International Conference on Information Fusion, Seattle, WA, July 2009.
19. M. Guerriero, L. Svensson, D. Svensson, and P. Willett, "Shooting two birds with two bullets: how to find minimum mean OSPA estimates," in Proc. 13th International Conference on Information Fusion, Edinburgh, UK, July 2010.
20. D. Schuhmacher, B.-T. Vo, and B.-N. Vo, "A consistent metric for performance evaluation of multi-object filters," IEEE Transactions on Signal Processing, vol. 56, no. 8, pp. 3447-3457, 2008.