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AI and computer-based methods in performance evaluation of sporting feats: an overview

机译:人工智能和基于计算机的方法在运动成绩评估中的应用:概述

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摘要

Performance evaluation is a complex process, usually involving the analyses of large amounts of possibly subjective information. The complexity increases when the performances of more than one athlete are being evaluated. For example a coach in charge of twenty divers should be able to remember the strengths and weaknesses of each athlete. Given these difficulties, it is therefore not surprising that a number of computer-based systems have been developed to speed-up and improve the quality of performance evaluation. Most of these systems are visually based such that individuals working on performance analysis first record the motion in question by electronic means and then input these images into a computer for quantification and subsequent analysis. There seems to be enormous potential for AI (i.e. Artificial Intelligence) technologies to make a significant contribution in the analysis phase. Indeed AI technologies have been applied to performance evaluation in recent years, though their applicability has been limited for a variety of reasons. The main factor has been a lack of characterisation of the domain of performance evaluation. This paper reviews selected research and applications of computational models and AI technologies in particular in performance evaluation of sporting feats for individual based events.
机译:绩效评估是一个复杂的过程,通常涉及对大量可能的主观信息的分析。当评估多于一位运动员的表现时,复杂性增加。例如,负责二十名潜水员的教练应该能够记住每个运动员的长处和短处。鉴于这些困难,因此开发许多基于计算机的系统来加速和提高性能评估的质量就不足为奇了。这些系统大多数都是基于视觉的,因此从事性能分析的人员首先通过电子方式记录所讨论的运动,然后将这些图像输入计算机进行量化和后续分析。人工智能(AI)技术在分析阶段似乎具有巨大的潜力。实际上,尽管由于各种原因,人工智能技术的适用性受到了限制,但近年来,人工智能技术已应用于性能评估。主要因素是缺乏绩效评估领域的特征。本文回顾了计算模型和AI技术的选定研究和应用,特别是在针对基于个人的事件的体育壮举的性能评估中。

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