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Event Tactic Analysis Based on Broadcast Sports Video
Zhu, Guangyu ; Xu, Changsheng ; Huang, Qingming ; Rui, Yong ; Jiang, Shuqiang ; Gao, Wen ; Yao, Hongxun
刊名ieee transactions on multimedia
2009
关键词Event detection object tracking trajectory analysis tactic analysis sports video analysis HIDDEN MARKOV-MODELS SOCCER VIDEO TRACKING
DOI10.1109/TMM.2008.2008918
英文摘要Most existing approaches on sports video analysis have concentrated on semantic event detection. Sports professionals, however, are more interested in tactic analysis to help improve their performance. In this paper, we propose a novel approach to extract tactic information from the attack events in broadcast soccer video and present the events in a tactic mode to the coaches and sports professionals. We extract the attack events with far-view shots using the analysis and alignment of web-casting text and broadcast video. For a detected event, two tactic representations, aggregate trajectory and play region sequence, are constructed based on multi-object trajectories and field locations in the event shots. Based on the multi-object trajectories tracked in the shot, a weighted graph is constructed via the analysis of temporal-spatial interaction among the players and the ball. Using the Viterbi algorithm, the aggregate trajectory is computed based on the weighted graph. The play region sequence is obtained using the identification of the active field locations in the event based on line detection and competition network. The interactive relationship of aggregate trajectory with the information of play region and the hypothesis testing for trajectory temporal-spatial distribution are employed to discover the tactic patterns in a hierarchical coarse-to-fine framework. Extensive experiments on FIFA World Cup 2006 show that the proposed approach is highly effective.; http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000262714700005&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=8e1609b174ce4e31116a60747a720701 ; Computer Science, Information Systems; Computer Science, Software Engineering; Telecommunications; SCI(E); EI; 46; ARTICLE; 1; 49-67; 11
语种英语
内容类型期刊论文
源URL[http://ir.pku.edu.cn/handle/20.500.11897/246669]  
专题信息科学技术学院
推荐引用方式
GB/T 7714
Zhu, Guangyu,Xu, Changsheng,Huang, Qingming,et al. Event Tactic Analysis Based on Broadcast Sports Video[J]. ieee transactions on multimedia,2009.
APA Zhu, Guangyu.,Xu, Changsheng.,Huang, Qingming.,Rui, Yong.,Jiang, Shuqiang.,...&Yao, Hongxun.(2009).Event Tactic Analysis Based on Broadcast Sports Video.ieee transactions on multimedia.
MLA Zhu, Guangyu,et al."Event Tactic Analysis Based on Broadcast Sports Video".ieee transactions on multimedia (2009).
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