使用深度神经网络进行自动游泳分析
Towards Automated Swimming Analytics Using Deep Neural Networks
摘要:
本文考虑了创建一个系统来自动收集游泳池范围内的游泳分析的方法。在游泳者跟踪或为机器学习目的创建游泳者数据库方面还没有太多的工作。因此,从游泳比赛视频中收集游泳运动员数据的方法进行了探索和分析。其结果是一个指南,以创建一个全面的游泳数据收集适合训练游泳者检测和跟踪系统。有了这个数据库,就可以创建系统来自动收集游泳分析。
英文摘要:
Methods for creating a system to automate the collection of swimming analytics on a pool-wide scale are considered in this paper. There has not been much work on swimmer tracking or the creation of a swimmer database for machine learning purposes. Consequently, methods for collecting swimmer data from videos of swim competitions are explored and analyzed. The result is a guide to the creation of a comprehensive collection of swimming data suitable for training swimmer detection and tracking systems. With this database in place, systems can then be created to automate the collection of swimming analytics.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。