Graph-based multiplayer detection and tracking in broadcast soccer videos

IEEE Transactions on Multimedia

Volumn 10, Issue 5, 2008, Pages 794-805

  Pallavi, V ^a,b   Mukherjee, Jayanta ^a,b   Majumdar, Arun K ^a,b   Sural, Shamik ^a,b  

^a IEEE

^b INDIAN INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Dynamic programming; Player detection; Soccer analysis; Tracking; Trajectory

Indexed keywords

DYNAMIC PROGRAMMING; MATHEMATICAL PROGRAMMING; RADIO BROADCASTING; SYSTEMS ENGINEERING; VIDEO STREAMING;

DETECTION AND TRACKING; GRAPH-BASED; GROUND CONDITIONS; INTERNATIONAL (CO); MULTI PLAYERS; REGION GROWING ALGORITHMS; SOCCER VIDEOS; WEIGHTED GRAPHS;

GRAPH THEORY;

EID: 47649098333     PISSN: 15209210     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMM.2008.922869     Document Type: Article

References (23)

1. G. Xu, Y. Ma, H. Zhang, and S. Yang, "Motion based event recognition using HMM," in Proc. 16th Int. Conf.Pattern Recognition, Quebec, Canada, Aug. 2002, vol. 2, pp. 831-834.
2. B. Li and S., "Event detection and summarization in sports video," in Proc. IEEE Workshop on Content-Based Access of Image and Video Libraries, Kauai, HI, Dec. 2001, pp. 132-138.
3. M. Petkovic, Z. Zivkovic, and W. Jonker, "Recognizing strokes in tennis videos using hidden Markov models," in Proc. IASTED Int. Conf. Visualization, Imaging and Image Processing, Marbella. Spain, Sep. 2001, pp. 512-516.
4. L. Wang, B. Zeng, S. Lin, G. Xu, and H. Shum, "Automatic extraction of semantic colors in sports video," in Proc. IEEE Int. Conf. Acoustics, Speech and Signal Processing, Montreal, QC, Canada, May 2004, vol. 3, pp. 617-620.
5. A. Ekin, A. M. Tekalp, and R. Mehrotra, "Automatic soccer video analysis and summarization," IEEE Trans. Image Process., vol. 12, no. 7, pp. 796-807, Jul. 2003.
6. X. Yu, H. W. Leong, C. Xu, and Q. Tian, "Trajectory-based ball detection and tracking in broadcast soccer video," IEEE Trans. Multimedia, vol. 8, no. 6, pp. 1164-1178, Dec. 2006.
7. K. P. Karmann, A. V. Brandt, and R. Gerl, "Moving object segmentation based on adaptive reference images," in Proc. 5th European Signal Processing Conf., Barcelona, Spain, Sep. 1990, pp. 951-954.
8. D. K. Keren, M. Osadchy, and C. Gotsman, "Antifaces: A novel, fast method for image detection," Int. J. Pattern Recognit. Mach. Intell., vol. 23, no. 7, pp. 747-761, 2001.
9. J. Tang and S. Acton, "Locating human faces in a complex background including non-face skin colors," J. Electron. Imag., vol. 12, no. 3, pp. 423-430, 2003.
10. H. T. Nguyen, Q. Ji, and A. W. M. Smeulders, "Spatio-temporal context for robust multitarget tracking," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 1, pp. 52-64, Jan. 2007.
11. P. Figueroa, N. Leite, R. M. L. Barros, I. Cohen, and G. Medioni, "Tracking soccer players using the graph representation," in Proc. 17th Int. Conf. Pattern Recognition, Cambridge, U.K., Aug. 2004, vol. 4, pp. 787-790.
12. S. Iwase and H. Saito, "Parallel tracking of all soccer players by integrating detected positions in multiple view images," in Proc. 17th Int. Conf. Pattern Recognition. Cambridge, U.K., Aug. 2004, vol. 4, pp. 751-754.
13. Y. Seo, S. Choi, H. Kim, and K. Hong, "Where are the ball and players? Soccer game analysis with color-based tracking and image mosaic," in Proc. 9th Int. Conf. Image Analysis and Processing, Florence, Italy, 1997, vol. 2, pp. 196-203.
14. G. Zhu, C. Xu, Q. Huang, and W. Gao, "Automatic multi-player detection and tracking in broadcast sports video using support vector machine and particle filter," in Proc. IEEE Int. Conf. Multimedia and Expo. Toronto, ON, Canada, Jul. 2006, pp. 1629-1632.
15. A. Yamada, Y. Shirai, and J. Miura, "Tracking players and a ball in video image sequence and estimating camera parameters for 3D interpretation of soccer games," in Proc. 16th Int. Conf. Pattern Recognition, Quebec, Canada, Aug. 2002, vol. 1, pp. 303-306.
16. H. Kim, S. Nam, and J. Kim, "Player segmentation evaluation for trajectory estimation in soccer games," in Proc. Image and Vision Computing, Palmerston North, New Zealand, Nov. 2003, pp. 159-162.
17. T. Misu, M. Naemura, W. Zheng, Y. Izumi, and K. Fukui, "Robust tracking of soccer players based on data fusion," in Proc. 16th Int. Conf. Pattern Recognition, Quebec, Canada, Aug. 2002, vol. 1, pp. 556-561.
18. O. Utsumi, K. Miura, I. Ide, S. Sakai, and H. Tanaka, "An object detection method for describing soccer games from video," in Proc. IEEE Int. Conf. Multimedia and Expo., Lausanne, Switzerland, 2002, vol. 1, pp. 45-48.
19. V. Pallavi, J. Mukherjee, A. K. Majumdar, and S. Sural, "Shot Classification in Soccer Videos," in Proc. Recent Trends in Information Systems, Kolkata, India, 2006, vol. 1, pp. 216-219.
20. M. H. Alsuwaiyel, Algorithms Design Techniques and Analysis., Singapore: World Scientific, 1999, vol. 7, pp. 205-209.
21. L. R. Rabiner, "A tutorial on hidden Markov models and selected applications in speech recognition," Proc. IEEE, vol. 77, no. 2, pp. 257-286, Feb. 1989.
22. Y. Ohta, T. Kanade, and T. Sakai, "Color information for region segmentation," J. Comput. Graph. Image Process., vol. 3, no. 13, pp. 222-241, 1980.
23. J. Mukherjee, "MRF clustering for segmentation of color images," Pattern Recognit. Lett., vol. 23, no. 8, pp. 917-929, 2002.