Tracking of extended object or target group using random matrix - Part II: Irregular object

15th International Conference on Information Fusion, FUSION 2012

Volumn , Issue , 2012, Pages 2185-2192

  Lan, Jian ^a   Li, X Rong ^b  

^a XI'AN JIAOTONG UNIVERSITY   (China)

^b UNO College of Engineering   (United States)

Author keywords

Bayesian Approach; Extended Object; Group Target; Multiple Model Approach; Random Matrix

Indexed keywords

BAYESIAN APPROACHES; EXTENDED OBJECTS; GROUP TARGETS; MULTIPLE MODELS; RANDOM MATRIX;

INFORMATION FUSION; TARGET TRACKING;

BAYESIAN NETWORKS;

EID: 84867627583     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (28)

1. Y. Bar-Shalom and X. R. Li, Estimation and Tracking: Principles, Techniques, and Software. Boston, MA: Artech House, 1993. (Reprinted by YBS Publishing, 1998).
2. M. Baum and U. D. Hanebeck, "Random Hypersurface Models for Extended Object Tracking," in Proceedings of the 9th IEEE International Symposium on Signal Processing and Information Technology, Ajman, United Arab Emirates, Dec. 2009, 178-183.
3. M. Baum, B. Noack, and U. D. Hanebeck, "Extended Object and Group Tracking with Elliptic Random Hypersurface Models," in Proceedings of the 13th International Conference on Information Fusion, Edinburgh, United Kingdom, July 2010, pp. 1-8.
4. M. Baum and U. D. Hanebeck, "Shape Tracking of Extended Objects and Group Targets with Star-Convex RHMs," in Proceedings of the 14th International Conference on Information Fusion, Chicago, Illinois, USA, July 2011, pp. 338-345.
5. H. A. P. Blom and Y. Bar-Shalom, "The Interacting Multiple Model Algorithm for Systems with Markovian Switching Coefficients," IEEE Transactions on Automatic Control, vol. 33, no. 8, pp. 780-783, 1988.
6. A. Carmi, S. J. Godsill, F. Septier, "Evolutionary MCMC Particle Filtering for Target Cluster Tracking," in IEEE 13th DSP Workshop and the 5th SPE Workshop, Marco Island, Florida, USA, Jan. 2009, pp. 262-267.
7. A. Carmi, F. Septier, and S. Godsill, "The Gaussian Mixture MCMC Particle Algorithm for Dynamic Cluster Tracking," to appear in Automatica, 2012.
8. D. Clark and S. Godsill, "Group Target Tracking with the Gaussian Mixture Probability Hypothesis Density Filter," in Proceedings of the 3rd International Conference on Intelligent Sensors, Sensor Networks and Information, Melbourne, Australia, Dec. 2007, pp. 149-154.
9. F. E. Daum and R. J. Fitzgerald, "Importance of Resolution in Multiple-Target Tracking," in Proceedings of the SPIE Conference on Signal and Data Processing of Small Targets, Orlando, Florida, USA, July 1994, pp. 329-338.
10. J. Dezert, "Tracking Maneuvering and Bending Extended Target in Cluttered Environment," in Proceedings of the SPIE Conference on Signal and Data Processing of Small Targets, Orlando, Florida, USA, Apr. 1998, pp. 283-294.
11. M. Feldmann and D. Franken, "Tracking of Extended Objects and Group Targets Using Random Matrices - A New Approach," in Proceedings of the 11th International Conference on Information Fusion, Cologne, Germany, June-July 2008, pp. 1-8.
12. M. Feldmann and D. Franken, "Advances on Tracking of Extended Objects and Group Targets Using Random Matrices," in Proceedings of the 12th International Conference on Information Fusion, Seattle, Washington, USA, July 2009, pp. 1029-1036.
13. M. Feldmann, D. Franken, and W. Koch, "Tracking of Extended Objects and Group Targets Using Random Matrices," IEEE Transactions on Signal Processing, vol. 59, no. 4, pp. 1409-1420, 2011.
14. K. Gilholm, S. Godsill, S. Maskell, and D. Salmond. Poisson Models for Extended Target and Group Tracking. in Proceedings of the SPIE Conference on Signal and Data Processing of Small Targets, San Diego, USA, Sep. 2005, Vol. 5913, pp. 230-241.
15. K. Gilholm and D. Salmond, "Spatial Distribution Model for Tracking Extended Objects," IEE Proceedings on Radar, Sonar and Navigation, vol. 152, no. 5, pp. 364-371, 2005.
16. A. K. Gupta, and D. K. Nagar, Matrix Variate Distributions, Chapman & Hall/CRC, 2000.
17. W. Koch and G. van Keuk, "Multiple Hypothesis Track Maintenance with Possibly Unresolved Measurements," IEEE Transactions on Aerospace and Electronic Systems, vol. 33, no. 3, pp. 883-892, 1997.
18. J. W. Koch, "Bayesian Approach to Extended Object and Cluster Tracking Using Random Matrices," IEEE Transactions on Aerospace and Electronic Systems, vol. 44, no. 3, pp. 1042-1059, 2008.
19. J. Lan and X. R. Li, "Tracking of Extended Object or Target Group Using Random Matrix - Part I: New Model and Approach," in Proceedings of the 15th International Conference on Information Fusion, Singapore, July 2012.
20. X. R. Li and J. Dezert, "Layered Multiple-Model Algorithm with Application to Tracking Maneuvering and Bending Extended Target in Clutter," in Proceedings of the 1st International Conference on Information Fusion, Las Vegas, NV, USA, July 1998, pp. 207-214.
21. X. R. Li and V. P. Jilkov, "Survey of Maneuvering Target Tracking-Part I: Dynamic Models," IEEE Transactions on Aerospace and Electronic Systems, vol. 39, no. 4, pp. 1333-1364, 2003.
22. X. R. Li and V. P. Jilkov, "Survey of Maneuvering Target Tracking. Part V. Multiple-model methods," IEEE Transactions on Aerospace and Electronic Systems, vol. 41, no. 4, pp. 1255-1321, 2005.
23. R. Mahler, "PHD Filters for Nonstandard Targets, I: Extended Targets," in Proceedings of the 12th International Conference on Information Fusion, Seattle, Washington, USA, July 2009, pp. 915-921.
24. L. Sun, J. Lan and X. R. Li, "Extended Target Tracking Using Star-Convex Model with Nonlinear Inequality Constraints," in Proceedings of the 31th Chinese Control Conference on (CCC'2012), Hefei, China, 2012.
25. B.-T. Vo, B.-N. Vo, and A. Cantoni, "Bayesian Filtering with Random Finite Set Observations," IEEE Transactions on Signal Processing, vol. 56, no. 4, pp. 1313-1326, 2008.
26. M. J. Waxman and O. E. Drummond, "A Bibliography of Cluster (Group) Tracking," in Proceedings of the SPIE Conference on Signal and Data Processing of Small Targets, Orlando, Florida, USA, Apr. 2004, pp. 551-560.
27. M. Wieneke and W. Koch, "Probabilistic Tracking of Multiple Extended Targets using Random Matrices," in Proceedings of the SPIE Conference on Signal and Data Processing of Small Targets, Orlando, Florida, USA, vol. 7698, Apr. 2010.
28. A. C.-N. Wong and W. G. Hayward, "Constraints on View Combination: Effects of Self-Occlusion and Differences Among Familiar and Novel Views," Journal of Experimental Psychology: Human Perception and Performance, vol. 31, no. 1, pp. 110-121, 2005.