Multi-target tracking - Linking identities using Bayesian network inference

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition

Volumn 2, Issue , 2006, Pages 2187-2194

  Nillius, Peter ^a   Sullivan, Josephine ^b   Carlsson, Stefan ^b  

^a INSTITUTE OF COMPUTER SCIENCE   (Greece)

^b ROYAL INSTITUTE OF TECHNOLOGY   (Sweden)

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN NETWORKS; GRAPH CONSTRAINTS; MESSAGE PROPAGATION; SURVEILLANCE TRACKING;

COMPUTATIONAL COMPLEXITY; CONSTRAINT THEORY; GRAPH THEORY; TRACKING (POSITION);

RADAR TARGET RECOGNITION;

EID: 33845575115     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2006.198     Document Type: Conference Paper

References (15)

1. R. Cowell, A. Dawid, S. Lauritzen, and D. Spiegelhalter. Probabilistic Networks and Expert Syst. Springer, 1999.
2. P. Figueroa, N. Leite, R. Barros, I. Cohen, and G. Medioni. Tracking soccer players using the graph representation. In ICPR, pages 787-790, 2004.
3. M. Gelgon, P. Bouthemy, and J. Le Cadre. Recovery of the trajectories of multiple moving objects in an image sequence with a pmht approach. J. Image & Vision Computing, 23(1):19-31, 2005.
4. C. Huang and A. Darwiche. Inference in belief networks: A procedural guide. International Journal of Approximate Reasoning, 15(3):225-263, 1996.
5. S. Iwase and H. Saito. Parallel tracking of all soccer players by integrating detected positions in multiple view images. In ICPR, pages 751-754, 2004.
6. V. Kettnaker and R. Zabih. Bayesian multi-camera surveillance. In CVPR, pages II: 253-259, 1999.
7. Z. Khan, T. Balch, and F. Dellaert. An mcmc-based particle filter for tracking multiple interacting targets. In European Conference on Computer Vision, 2004.
8. K. Murphy. The bayes net toolbox for matlab. In Computing Science and Statistics, volume 33, 2001.
9. C. Needham and R. Boyle. Tracking multiple sports players through occlusion, congestion and scale. In BMVC, 2001.
10. K. Okuma, A. Taleghani, N. De Freitas, J. J. Little, and D. G. Lowe. A boosted particle filter: Multitarget detection and tracking. In ECCV, 2004.
11. A. B. Poore. Multidimensional assignment formulation of data association problems arising from multitarget and multisensor tracking. Computational Optimization and Applications, 3(1):27-57, 1994.
12. A. B. Poore and A. J. Robertson III. A new lagrangian relaxation based algorithm for a class of multidimensional assignment problems. Computational Optimization and Applications, 8(2):129-150, 1997.
13. J. Sullivan and S. Carlsson. Tracking and labelling of interacting multiple targets. In ECCV, pages III:619-632, 2006.
14. J. Vermaak, A. Doucet, and P. Perez. Maintaining multi-modality through mixture tracking. In ICCV, 2003.
15. M. Xu, J. Orwell, and G. Jones. Tracking football players with multiple cameras. In ICIP, 2004.