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Event Tactic Analysis Based on Broadcast Sports Video
Zhu, Guangyu1; Xu, Changsheng2,3; Huang, Qingming4; Rui, Yong5; Jiang, Shuqiang6; Gao, Wen1,7; Yao, Hongxun1
2009
发表期刊IEEE TRANSACTIONS ON MULTIMEDIA
ISSN1520-9210
卷号11期号:1页码:49-67
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.
关键词Event detection object tracking trajectory analysis tactic analysis sports video analysis
DOI10.1109/TMM.2008.2008918
收录类别SCI
语种英语
资助项目National Natural Science Foundation of China[60773136] ; National Natural Science Foundation of China[60702035] ; National Hi-Tech Development Program (863 Program) of China[2006AA01Z117] ; Chinese Academy of Sciences[99T3002T03]
WOS研究方向Computer Science ; Telecommunications
WOS类目Computer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications
WOS记录号WOS:000262714700005
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
被引频次:75[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/11512
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Zhu, Guangyu
作者单位1.Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China
3.China Singapore Inst Digital Media, Singapore, Singapore
4.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China
5.Microsoft China R&D CRD Grp, Beijing 100080, Peoples R China
6.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
7.Peking Univ, Inst Digital Media, Beijing 100871, Peoples R China
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GB/T 7714
Zhu, Guangyu,Xu, Changsheng,Huang, Qingming,et al. Event Tactic Analysis Based on Broadcast Sports Video[J]. IEEE TRANSACTIONS ON MULTIMEDIA,2009,11(1):49-67.
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,11(1),49-67.
MLA Zhu, Guangyu,et al."Event Tactic Analysis Based on Broadcast Sports Video".IEEE TRANSACTIONS ON MULTIMEDIA 11.1(2009):49-67.
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