Tracking sports players with context-conditioned motion models

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

Volumn , Issue , 2013, Pages 1830-1837

  Liu, Jingchen ^a   Carr, Peter ^b   Collins, Robert T ^a   Liu, Yanxi ^a  

^a PENNSYLVANIA STATE UNIVERSITY   (United States)

^b DISNEY RESEARCH   (United States)

Author keywords

data association; game context feature; multi target tracking; sports analysis

Indexed keywords

CONTEXT FEATURES; CURRENT SITUATION; DATA ASSOCIATION; DECISION FOREST; HIERARCHICAL DATA; HIGHLY-CORRELATED; MULTI-TARGET TRACKING; SPORTS ANALYSIS;

PATTERN RECOGNITION; TRACKING (POSITION);

SPORTS;

EID: 84887376561     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2013.239     Document Type: Conference Paper

References (29)

1. S. Ali and M. Shah. Floor fields for tracking in high density crowd scenes. In ECCV, 2008. 1, 2
2. A. Andriyenko and K. Schindler. Multi-target tracking by continuous energy minimization. In CVPR, 2011. 2
3. A. Andriyenko, K. Schindler, and S. Roth. Discretecontinuous optimization for multi-target tracking. In CVPR, 2012. 2
4. W. Brendel, M. Amer, and S. Todorovic. Multiobject tracking as maximum weight independent set. In CVPR, 2011. 1, 2
5. Y. Cai, N. de Freitas, and J. Little. Robust visual tracking for multiple targets. In ECCV, 2006. 2
6. P. Carr, Y. Sheikh, and I. Matthews. Monocular object detection using 3d geometric primitives. In ECCV, 2012. 6
7. R. Collins. Multi-target data association with higher-order motion models. In CVPR, 2012. 1, 2
8. W. Du, J. Hayet, J. Piater, and J. Verly. Collaborative multicamera tracking of athletes in team sports. In Workshop on Computer Vision Based Analysis in Sport Environments, 2006. 2
9. C. Huang, B. Wu, and R. Nevatia. Robust object tracking by hierachical association of detection responses. In ECCV, 2008. 2, 3, 6
10. H. Jiang, S. Fels, and J. Little. A linear programming approach for multiple object tracking. In CVPR, 2007. 2
11. Z. Khan, T. R. Balch, and F. Dellaert. An mcmc-based particle filter for tracking multiple interacting targets. In ECCV, 2004. 2
12. K. Kim, M. Grundmann, A. Shamir, I. Matthews, J. Hodgins, and I. Essa. Motion fields to predict play evolution in dynamic sport scenes. In CVPR, 2010. 2, 5
13. M. Kristan, J. Pers, M. Perse, and S. Kovacic. Closed-world tracking of multiple interacting targets for indoor-sports applications. CVIU, 113(5):598-611, 2009. 2
14. Y. Li, C. Huang, and R. Nevatia. Learning to associate: Hybrid-boosted multi-target tracker for crowded scene. In CVPR, 2009. 6
15. W.-L. Lu, J.-A. Ting, K. Murphy, and J. Little. Identifying players in broadcast sports videos using conditional random fields. In CVPR, 2011. 2
16. C. J. Needham and R. D. Boyle. Tracking multiple sports players through occlusion, congestion and scale. In BMVC, 2001. 2
17. P. Nillius, J. Sullivan, and S. Carlsson. Multi-target tracking-linking identities using bayesian network inference. In CVPR, 2006. 2, 4
18. S. Pellegrini, A. Ess, K. Schindler, and L. van Gool. You'll never walk alone: Modeling social behavior for multi-target tracking. In ICCV, 2009. 1, 2
19. A. Perera, C. Srinivas, A. Hoogs, G. Brooksby, and W. Hu. Multi-object tracking through simultaneous long occlusions and split-merge conditions. In CVPR, 2006. 2
20. F. Poiesi, F. Daniyal, and A. Cavallaro. Detector-less ball localization using context and motion flow analysis. In ICIP, 2010. 5
21. M. Rodriguez, S. Ali, and T. Kanade. Tracking in unstructured crowded scenes. In ICCV, 2009. 2
22. C. Santiago, A. Sousa, M. Estriga, L. Reis, and M. Lames. Survey on team tracking techniques applied to sports. In AIS, pages 1-6, 2010. 2
23. H. Shitrit, J. Berclaz, F. Fleuret, and P. Fua. Tracking multiple people under gobal appearance constraints. In ICCV, 2011. 1
24. J. Xing, H. Ai, L. Liu, and S. Lao. Multiple player tracking in sports video: A dual-mode two-way bayesian inference approach with progressive observation modeling. Trans. Img. Proc., 20(6):1652-1667, 2011. 2
25. B. Yang and R. Nevatia. Multi-target tracking by online learning of non-linear motion patterns and robust appearance models. In CVPR, 2012. 1
26. T. Yu and Y. Wu. Collaborative tracking of multiple targets. In CVPR, 2004. 2
27. L. Zhang, Y. Li, and R. Nevatia. Global data association for multi-object tracking using network flows. In CVPR, 2008. 1, 2, 3, 6
28. T. Zhang, B. Ghanem, and N. Ahuja. Robust multi-object tracking via cross-domain contextual information for sports video analysis. In ICASSP, 2012. 2
29. X. Zhao, D. Gong, and G. Medioni. Tracking using motion patterns for very crowded scenes. In ECCV, 12. 1, 2