武汉体育学院学报2024,Vol.58Issue(9) :90-96.

利用无标记动作捕捉技术对立定跳远测量的研究

Research on Measurement of Standing Long Jump with Unmarked Motion Capture Technology

李国民 惠悲荷 李增 虞志军 汪盛坞 申晨
武汉体育学院学报2024,Vol.58Issue(9) :90-96.

利用无标记动作捕捉技术对立定跳远测量的研究

Research on Measurement of Standing Long Jump with Unmarked Motion Capture Technology

李国民 1惠悲荷 1李增 2虞志军 3汪盛坞 4申晨5
扫码查看

作者信息

  • 1. 浙江理工大学体育教研部,浙江杭州 310018
  • 2. 浙江湖州安吉县高级中学,浙江湖州 313300
  • 3. 杭州第四中学,浙江杭州 310018
  • 4. 浙江工商大学杭州商学院,浙江桐庐 311599
  • 5. 武汉体育学院体育科技学院 湖北武汉 430000
  • 折叠

摘要

目的:旨在探究无标记动作捕捉技术在立定跳远距离测量中的应用.方法:采用RGB-D深度相机进行动作捕捉,运用关键帧提取、图像分割和边缘检测等图像处理技术,结合机器学习算法,实现无标记精准测量立定跳远距离,并通过信效度分析检证其精准性和可靠性.结果:通过51个标准距离重复测量,重测信度检验得到克隆巴赫系数α=0.999和组内相关系数ICC=0.998,重测精准性达到99.64%;通过306次立定跳远试跳实测,标准效度检验的Pearson相关系数r=0.999,稳定可靠性达到99.69%.结论:本研究成功开发并验证了 一种基于无标记动作捕捉技术的立定跳远距离测量方法,极高的精准性和可靠性展示了该方法的创新性和实用价值.

Abstract

This study aimed to explore the application of unmarked motion capture technology in the measurement of standing long jump.RGB-D depth camera was used for motion capture,and image processing techniques such as key frame extraction,image segmentation,and edge detection were used in combination with machine learning algorithms to achieve the accurate measurement of standing long jump distance in an unmarked way.The accuracy and reliability are verified through reliability and validity analysis.Through repeated measurements of 51 standard distances,the Cronbach's alpha coefficient"α"was 0.999 for the test-retest reliability and the intra-class correlation coefficient(ICC)was 0.998,and the accuracy of the retest reached 99.64%.Through 306 actual measurements of standing long jump trials,the Pearson correlation coefficient"r"was 0.999 obtained for criterion-related validity,and the stability and reliability reached 99.69%.It could be seen that this study successfully developed and validated an unmarked motion capture technology-based method for measuring standing long jump distance,which demonstrated its innovative and practical value with high accuracy and reliability.

关键词

无标记动作捕捉/图像处理/机器学习/立定跳远/体育测量

Key words

unmarked motion capture/image processing/machine learning/standing long jump/sports measurement

引用本文复制引用

出版年

2024
武汉体育学院学报
武汉体育学院

武汉体育学院学报

CSTPCDCSSCICHSSCD北大核心
影响因子:1.384
ISSN:1000-520X
段落导航相关论文