超越教练:探索机器学习应用程序提高网球运动员表现的功效

Jiawen Hao, Huijun Hu
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引用次数: 0

摘要

在人生的某个阶段,大多数网球运动员可能会遇到这样的困境:他们不能经常从教练那里得到指导。是否有其他方法可以为玩家提供改进游戏的方法?对于一个网球运动员来说,很难总是依靠教练的提示和建议[4]。世俗的限制往往会阻碍球员在专业人士的指导下不断提高技术和击球[5]。在本文中,我们讨论了使用应用程序代替教练来帮助有抱负的网球运动员提高的前景。该应用程序通过机器学习对用户输入的两个对应笔画的视频进行分析和比较[6]。AI通过聚类笔画的运动来对齐帧,然后根据结果输出适当的提示[7]。这个应用程序将允许网球运动员在他们的教练不在的情况下工作和提高他们的表现,提高效率和一致性
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Beyond the Coach: Exploring the Efficacy of a Machine Learning Application for Improving Tennis Players' Performance
At some point in their lives, most tennis players are likely to encounter the dilemma in which they can't constantlyreceive guidance from a coach. Are there any alternatives that can provide players with the means to improve theirgame? For a tennis player, it is dif icult to always rely on a coach for tips and suggestions [4]. Mundane constraints oftenprevent players from consistently improving their techniques and strokes through the guidance of a professional figure [5]. In this paper, we discuss the prospect of using an application to act in the stead of a coach tohelpaspiring tennis players improve. Using machine learning, the application analyzes and compares two videos of corresponding strokes inputted by users [6]. The AI aligns the frames by clustering the motions of the strokes andthen outputs appropriate tips according to the results [7]. This application will allow tennis players to work onandimprove their performance on occasions where their coaches aren't available, improving both ef iciency andconsistency
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