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基于视频的人工智能分析系统在引体向上运动教学及考核中的初步应用
引用本文:付军,李睿敏,黄湖,范宏斌,缑水平,罗卓荆.基于视频的人工智能分析系统在引体向上运动教学及考核中的初步应用[J].生物骨科材料与临床研究,2022,19(2):43-45.
作者姓名:付军  李睿敏  黄湖  范宏斌  缑水平  罗卓荆
作者单位:空军军医大学西京医院骨科,陕西 西安,710000,西安电子科技大学前沿交叉研究院,陕西 西安,710000,西安电子科技大学人工智能学院,陕西 西安,710000,空军军医大学西京医院骨科,陕西 西安,710000,西安电子科技大学人工智能学院,陕西 西安,710000,空军军医大学西京医院骨科,陕西 西安,710000
基金项目:西京医院2021年学科助推计划项目(XJZT21CM32);国家自然科学基金项目(62102296);陕西省自然科学基金项目(2021SF-189,2019ZDLGY03-02-02);陕西省社会发展领域一般项目(2022SF-054)
摘    要:目的 从运动医学的角度,探讨基于视频的人工智能分析系统在引体向上动作教育及考核中的应用.方法 本研究通过采集了51例引体向上的动作视频样本,同时邀请空军军医大学体育教研室专家对这些样本进行了人工计数与标准化评估,人工计数和评估将作为真值来评估本研究提出的引体向上智能考核与评估系统的性能.使用人工智能算法,智能分解、分析...

关 键 词:运动医学  人工智能  引体向上  教学
收稿时间:2022/2/22 0:00:00
修稿时间:2022/2/25 0:00:00

Preliminary application of video-based artificial intelligence analysis system in pull-up exercise teaching and assessment
Institution:School of Artificial Intelligence, Xidian University,
Abstract:Objective To investigate the application of video-based artificial intelligence analysis system in the education and assessment of pull-up exercise from the perspective of sports medicine.Methods Pull-up action video samples of 50 participants were collected. At the same time, experts from the Physical Education were invited to manually count and standardize these samples. The manual evaluation was used as the ground truth to evaluate the performance of the proposed intelligent evaluation system. Artificial intelligence algorithms were used to decompose and analysis the video samples, thus the counting requirements were realized. At the same time, each pull-up movement was analyzed to help students find the key points of non-standard movements.Results The evaluation count error of the proposed intelligent evaluation system was 0.24, and the average error of standardized evaluation was 1.27.Conclusion The proposed artificial intelligence analysis system has preliminarily realized the intelligent counting and standardized assessment of the pull-up exercise.
Keywords:Sports medicine  Artificial intelligence  Pull-up exercise  Teaching
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