Abstract
We present a method of tracking multiple players in a soccer match using video taken from a single fixed camera with pan, tilt and zoom. We extract a single mosaic of the playing field and robustly derive its homography to a playing field model, based on color information, line extraction, and a Hausdorff distance measure. Players are identified by color and shape, and tracked in the image mosaic space using a Kalman filter. The frequent occlusions of multiple players are resolved using a novel representation acted on by a rule-based method, which recognizes differences between removable and intrinsic ambiguities. We test the methods with synthetic and real data.
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Assfalg, J., Bertini, M., Colombo, C., del Bimbo, A., Nunziati, W.: Semantic annotation of soccer videos: automatic highlights identification. CVIU 92(2-3), 285–305 (2003)
Choi, S., Seo, Y., Kim, H., Hong, K.: Where are the ball and players? soccer game analysis with color-based tracking and image mosaik. In: Del Bimbo, A. (ed.) ICIAP 1997. LNCS, vol. 1310. Springer, Heidelberg (1997)
Chui, C.K.: Kalman Filtering: With Real-Time Applications. Springer, Heidelberg (1991)
Cootes, T.F., Taylor, C.J.: Active shape models: Smart snakes. In: BMVC 1992, pp. 267–275 (1992)
Huttenlocher, D.P., Klenderman, G.A., Rucklidge, W.J.: Comparing images using the hausdorff distance. Technical report TR 91-1211, CU (1991)
Isard, M., Blake, A.: Contour tracking by stochastic propagation of conditional density. In: Buxton, B.F., Cipolla, R. (eds.) ECCV 1996. LNCS, vol. 1064, pp. 343–356. Springer, Heidelberg (1996)
Plataniotis, K.N., Venetsanopoulos, A.N.: Color image processing and applications. Springer, Heidelberg (2000)
Waltz, D.: Generating semantic descriptions from drawings of scenes with shadows. Technical Report 271, MIT Artificial Intelligence Laboratory (1972)
Welch, G., Bishop, G.: An introduction to the kalman filter. Technical Report TR 95-041, University of North Carolina (1995)
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© 2005 Springer-Verlag Berlin Heidelberg
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Barceló, L., Binefa, X., Kender, J.R. (2005). Robust Methods and Representations for Soccer Player Tracking and Collision Resolution. In: Leow, WK., Lew, M.S., Chua, TS., Ma, WY., Chaisorn, L., Bakker, E.M. (eds) Image and Video Retrieval. CIVR 2005. Lecture Notes in Computer Science, vol 3568. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11526346_27
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DOI: https://doi.org/10.1007/11526346_27
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-27858-0
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