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An instant semantics acquisition system of live soccer video with application to live event alert and on-the-fly language selection

Published: 07 July 2008 Publication History

Abstract

Automatic indexing of recorded sports video is a hard problem, even more so for live sports video, though a lot of advances have been achieved in the recent years. This paper presents a semi-automatic instant semantics generation system of live soccer video and its two applications: live event alert and instant semantics embedding. A key technical challenge of building the proposed system is how to acquire the desired semantics in a very short time lag. To confront this challenge, we develop a three-channel approach to accurately and quickly acquire semantics. The hree channels are (1) developing the tool for inputting gamelog, (2) signal communication for getting commands of referee and director, and (3) video analysis for finding event boundary. The proposed system requires only a very small amount of manual work to operate gamelog acquisition tool using an icon-based interface for entering event log. Experimental results show that our system can quickly obtain the semantics of live soccer video, alert live events with a very small latency, and embed semantics into broadcasting video with a short time lag.

References

[1]
Assfalg J., Bertini M., Colombo C., del Bimbo D., and Nunziati W., Semantic annotation of soccer videos: automatic highlights identification, Comp. Vis. & Image U., vol. 92, pp. 285--305, 2003.
[2]
Babaguchi N., Kawai Y., and Kitashi T., Event based semantics of broadcasted sports video by intermodal collaboration, IEEE Trans. on Multimedia, vol. 4, pp. 68--75, March, 2002.
[3]
Bolle R.M., Yeo B.-L., and Yeung M.M., Video query: research directions, IBM J. of R & D, vol. 42, pp.233--252, 1998.
[4]
Brunelli R., Mich O., and Modena C.M., A survey of the automatic semantics of video data, J. of Vis. Com. & Image Representation 10(2), 78--112, 1999.
[5]
Chang S. F. The Holy Grail of content-based media analysis, IEEE Multimedia, vol. 9:2(2002), 6--10.
[6]
Chen S.-C, Shyu M.-L., Chen M, and Zhang C., A decision tree-based multimodal data mining framework for soccer goal detection, ICME 2004, pp. 265--268, Taibei, Taiwan, June, 2004.
[7]
Duan L., Xu M., Chua T. S., Tian Q., and Xu C., A mid-level representation framework for semantic sports video analysis, ACM Multimedia 2003, pp. 33--44, 2003.
[8]
Ekin A., Tekalp A. M., and Mehrotra R., Automatic soccer video analysis and summarization, IEEE Trans. Image Processing, vol. 12, no. 7, pp. 796--807, 2003.
[9]
Gong Y., Lim T. S., Chua H. C., Zhang H. J., and Sakauchi M., Automatic parsing of TV soccer programs, 2nd Int'l C. on Multimedia Comp. and Sys., pp. 167--174, 1995.
[10]
Leonardi R., Migliorati P., and Prandini M., Semantics acquisition of soccer audio-visual sequences: a multimodal approach based on controlled Markov chains, CVST, vol. 14, 2004, pp: 634 -- 643.
[11]
Li B., Errico J., Pan H., and Sezan M. I., Bridging the semantic gap in sports video retrieval and summarization, J. of Vis. Commun. & Image Representation, vol 15, 2004, pp. 393--424.
[12]
Ngo C. W., Zhang H. J., and Pong T. C., Recent advances in content-based video analysis, J. of Image and Graphics, vol. 3, no. 1, pp.445--468, 2001.
[13]
Pan H., Li B., and Sezan M. I., Automatic detection of replay segments in broadcast sports programs by detection of logos in scene transitions, ICASSP 2002.
[14]
Pan H., van Beek P., and Sezan M. I., Detection of slow­motion segments in sports video for highlights generation, ICASSP 2001., vol 3, pp. 1649--1652.
[15]
Pingali G. S., Opalach A., Jean Y. D., and Carlbom I. B., Instantly indexed multimedia databases of real world events, IEEE Trans. Multimedia, vol. 4, pp. 269--282, June 2002.
[16]
Snoek C.G.M. and Worring M., Multimodal video semantics: a review of the state-of-the-art, MM Tools & App, vol. 25, pp: 5--35.
[17]
Tovinkere V. and Qian R. J., Detecting semantic events in soccer games: Towards a complete solution, ICME 2001, 1040--1043.
[18]
Wan K., Yan X., and Xu C., Automatic mobile sports highlights, ICME 2005.
[19]
Wang J., Xu C., Chng E.-S., Wan K.-W., and Tian Q., Automatic replay generation for soccer video broadcasting, ACM MM 2004.
[20]
Wang Y., Liu Z., and Huang J., Multimedia content analysis using both audio and visual cues, IEEE Signal Proc. Magazine, vol. 17, pp.12--36, 2000.
[21]
Xie L., Xu P., Chang S. F., Divakaran A., and Sun H, Structure analysis of soccer video with domain knowledge and hidden Markov models, Pattern Recognition Letters, vol. 25, 2004, pp. 767--775.
[22]
Xu C., Wang J., Wan K., Li Y. and Duan L., Live sports event detection based on broadcast video and web-casting text, ACM MM 2006, pp:221--230.
[23]
Xu H. and Chua T., The fusion of audio­visual features and external knowledge for event detection in team sports video, MIR 2004.
[24]
Xu H., Fong T.-H., and Chua T-S., Fusion of multiple asynchronous information sources for event detection in team sports video, ICME 2005.
[25]
Xu M., Duan L. Y., Xu C., and Tian Q., A fusion scheme of visual and auditory modalities for event detection in sports video, Proc. of ICASSP 2003, pp.189--192, 2003.
[26]
Xiong Z., Radhakrishnan R., and Divakaran A., Generation of sports highlights using motion activity in combination with a common audio feature extraction framework, ICIP 2003, vol. 1, pp. 5--8, 2003.
[27]
Yang Y.-Q., Lu Y-D, and Chen W., A framework for automatic detection of soccer goal event based on cinematic template, Int'l Conf. on Machine Learning and Cybernetics, vol 6, pp.3759--764, 2004.
[28]
Yow D., Yeo B. L., Yeung M., and Liu B., Analysis and presentation of soccer highlight from digital video, ACCV 1995, pp.499--503, 1995.
[29]
http://news.bbc.co.uk/sport1/hi/football/teams/m/man_utd/live_text/default.stm
[30]
http://live.espnstar.com.cn/tools/live/newlivelist.asp
[31]
http://www.microsoft.com/tv/IPTVEdition.mspx

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        cover image ACM Conferences
        CIVR '08: Proceedings of the 2008 international conference on Content-based image and video retrieval
        July 2008
        674 pages
        ISBN:9781605580708
        DOI:10.1145/1386352
        Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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        Published: 07 July 2008

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        Author Tags

        1. Gamelog
        2. icon-based input
        3. instant semantics acquisition
        4. live event alert
        5. on-the-fly language selection
        6. sports video

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        • (2015)Parallel spatial segmentation for the automated analysis of football2015 4th International Work Conference on Bioinspired Intelligence (IWOBI)10.1109/IWOBI.2015.7160140(33-38)Online publication date: Jun-2015
        • (2010)Time warp sports for internet televisionACM Transactions on Computer-Human Interaction10.1145/1879831.187983417:4(1-37)Online publication date: 29-Dec-2010
        • (2010)A review of vision-based systems for soccer video analysisPattern Recognition10.1016/j.patcog.2010.03.00943:8(2911-2926)Online publication date: 1-Aug-2010
        • (2009)Interactive broadcast services for live soccer video based on instant semantics acquisitionJournal of Visual Communication and Image Representation10.1016/j.jvcir.2008.12.00420:2(117-130)Online publication date: 1-Feb-2009

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