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Semantic annotation of soccer videos: automatic highlights identification

机译:足球视频的语义标注:自动高亮显示

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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 realtime. 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.
机译:视频流的自动语义注释既可以提取重要片段以进行生产记录,也可以索引视频流以进行后代记录。用于生产记录的自动注释特别苛刻,因为它被应用到未经编辑的视频流,并且必须仅依赖于视觉信息。此外,注释必须是准实时计算的。在本文中,我们提出了一种系统,该系统对足球视频中的主要亮点执行自动注释,适用于生产和后代日志记录。足球领域的知识被编码到一组有限状态机中,每个状态机都对特定的亮点进行建模。高亮检测利用从视频流中估计的视觉提示,尤其是球运动,当前框架的运动场区域,运动员的位置和运动员制服的颜色。使用模型检查算法,根据当前观测值检查高光模型。该系统已在EU ASSAVID项目中开发。

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