Abstract
This paper presents an algorithm developed based on hidden Markov model for cues fusion and event inference in soccer video. Four events, shoot, foul, offside and normal playing, are defined to be detected. The states of the events are employed to model the observations of the five cues, which are extracted from the shot sequences directly. The experimental results show the algorithm is effective and robust in inferring events from roughly extracted cues.
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References
Rui, Y., Gupta, A., Acero, A.: Automatically extracting highlights for TV baseball programs. ACM Multimedia, Los Angeles, CA, 105–115 (2000)
Zhang, D., Chang, S.F.: Event detection in baseball video using superimposed caption recognition. ACM Multimedia, Juan-les-Pins, France (December 2002)
Nepal, S., Srinivasan, U., Reynolds, G.: Automatic detection of ’Goal’ segments in basketball videos. In: ACM Multimedia, Ottawa, Canada (September 2001)
Assfalg, J., Bertini, M., Colombo, C., Bimbo, A.D.: Semantic annotation of sports videos. IEEE Multimedia 9(2), 52–60 (2002)
Xu, P., Xie, L., Chang, S.F., Divakaran, A., Vetro, A., Sun, H.: Algorithms and systems for segmentation and structure analysis in soccer video. In: ICME 2001, Tokyo, Japan, August 2001, pp. 928–931 (2001)
Ekin, A., Tekalp, A.M.: Robust dominant color region detection with applications to sports video. In: ICIP 2003, Barcelona, Spain (October 2003)
Ekin, A., Tekalp, A.M., Mehrotra, R.: Automatic soccer video analysis and summarization. IEEE Trans. on Image Processing 12(7), 796–807 (2003)
Rabiner, L.R.: A tutorial on hidden Markov models and selected applications in speech recognition. Proc.of the IEEE 77(2), 257–285 (1989)
Pan, H., Van Beek, P., Sezan, M.I.: Detection of slow-motion replay segments in sports video for highlights generation. In: ICASSP 2001 (2001)
Stenger, B., Ramesh, V., Paragios, N., Coetzee, F., Buhmann, J.M.: Topology Free Hidden Markov Models: Application to Background Modeling. In: ICCV 2001, Vancouver, Canada, July 2001, vol. I, pp. 294–301 (2001)
Haoran, Y., Rajan, D., Tien, C.L.: An Efficient Video Classification System Based On HMM In Compressed Domain. In: IEEE Pacific-Rim Conference on Multimedia, Singapore (2003)
Wang, L., Zeng, B., Lin, S., Xu, G., Shum, H.-Y.: Automatic Extraction of Semantic Colors in Sports Video. In: ICASSP 2004, Montreal, Canada, May 2004, vol. III, pp. 617–620 (2004)
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Jin, G., Tao, L., Xu, G. (2004). Hidden Markov Model Based Events Detection in Soccer Video. In: Campilho, A., Kamel, M. (eds) Image Analysis and Recognition. ICIAR 2004. Lecture Notes in Computer Science, vol 3211. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30125-7_75
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DOI: https://doi.org/10.1007/978-3-540-30125-7_75
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-23223-0
Online ISBN: 978-3-540-30125-7
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