Real-Time Monitoring of College Sports Dance Competition Scenes Using Deep Learning Algorithms

Author:

Yang Fei12,Wu GeMuZi2,Shan HongGang2ORCID

Affiliation:

1. Graduate School, Namseoul University, Cheonan, Republic of Korea

2. Department of Sports Art, Hebei Institute of Physical Education, Hebei, China

Abstract

In order to improve the real-time detection effect, therefore, a research on real-time scene detection of sports dance competition based on deep learning is proposed. The collected scene image is grayed by using the weighted average method, and the best image interpolation is calculated by using the deep learning method, so as to realize the smooth processing of sawtooth and mosaic information generated by panoramic mapping. After selecting the cube model, the processed scene information is projected to the visual plane to construct the panorama of the competition scene. Finally, combined with the three-frame difference, the changes between adjacent image frames are calculated to obtain the moving target. The test results show that the motion detection accuracy of professional dancers can reach more than 75.0% and that of amateur dancer can reach more than 64.2%.

Publisher

Hindawi Limited

Subject

Electrical and Electronic Engineering,Computer Networks and Communications,Information Systems

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. A Real-Time Crowd Tracking and Control System Using Deep Learning;Lecture Notes in Networks and Systems;2024

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