Semantic annotation of soccer videos: automatic highlights identification

被引:118
|
作者
Assfalg, E [1 ]
Bertini, M [1 ]
Colombo, C [1 ]
Del Bimbo, A [1 ]
Nunziati, W [1 ]
机构
[1] Univ Florence, Dipartimento Sistemi & Informat, I-50139 Florence, Italy
关键词
semantic annotation; sports videos; highlights detection;
D O I
10.1016/j.cviu.2003.06.004
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Automatic semantic annotation of video streams allows both to extract significant clips for production logging and to index video streams for posterity logging. Automatic annotation for production logging is particularly demanding, as it is applied to non-edited video streams and must rely only on visual information. Moreover, annotation must be computed in quasi real-time. In this paper, we present a system that performs automatic annotation of the principal highlights in soccer video, suited for both production and posterity logging. The knowledge of the soccer domain is encoded into a set of finite state machines, each of which models a specific highlight. Highlight detection exploits visual cues that are estimated from the video stream, and particularly, ball motion, the currently framed playfield zone, players' positions and colors of players' uniforms. The highlight models are checked against the current observations, using a model checking algorithm. The system has been developed within the EU ASSAVID project. (C) 2003 Elsevier Inc. All rights reserved.
引用
收藏
页码:285 / 305
页数:21
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