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AN ADAPTIVE SEARCH WINDOW ALGORITHM FOR PLAYER TRACKING IN BROADCAST TENNIS VIDEOS

机译:广播式网球视频中用于球员追踪的自适应搜索窗口算法

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摘要

Player tracking is an essential technique in content analysis of tennis videos. A traditional tracking method consists of defining search window, extracting player's features, and utilizing the features to track in video. Previous methods usually have fixed search windows. Due to the angles of video camera, the court in a tennis video is a trapezoid rather than a rectangle. As a result, the size of the player figure continuously changes while moving from position to the other. Even in the same position, the player body is deformable and very versatile. The fixed search window method not only affects the accuracy of player feature extraction, but also incurs unnecessary calculation. In this paper, we propose an adaptive search window algorithm, which automatically adjusts search window in real-time by referring to player's position and speed. Experimental results demonstrate that the proposed method is effective and efficient for the tracking of players.
机译:球员追踪是网球视频内容分析中的一项必不可少的技术。传统的跟踪方法包括定义搜索窗口,提取播放器的特征并利用这些特征在视频中进行跟踪。先前的方法通常具有固定的搜索窗口。由于摄像机的角度,网球视频中的球场是梯形而不是矩形。结果,玩家人物的尺寸在从位置移动到另一位置时不断变化。即使在相同位置,播放器主体也可变形且非常灵活。固定的搜索窗口方法不仅会影响玩家特征提取的准确性,而且会导致不必要的计算。在本文中,我们提出了一种自适应搜索窗口算法,该算法可根据玩家的位置和速度自动实时调整搜索窗口。实验结果表明,该方法对运动员的跟踪是有效的。

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