Aerobics Teaching With Few-Shot Learning Technology for Data Flow Analysis

IF 16.4 1区化学 Q1 CHEMISTRY, MULTIDISCIPLINARY

Accounts of Chemical Research Pub Date : 2024-07-26 DOI:10.4018/ijicte.349586

Qiuping Peng, Ningfei Wei

引用次数: 0

Abstract

In the context of college physical education curriculum reform, fostering students' interest and promoting lifelong physical exercise have become crucial. Aerobics, an integral component of physical education, plays a key role in achieving these objectives. However, existing data flow analysis technologies lack integration, limiting their ability to leverage information from various sources. To address this issue, this paper proposes an aerobics teaching model utilizing few-shot learning technology for data flow analysis. The model incorporates a label feature network based on metric learning, enhancing its ability to analyze multi-scale features and label features within classes. Comparative analysis demonstrates an 8.12% improvement in accuracy compared to traditional image feature combined classifier models.

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利用数据流分析技术进行有氧运动学习

在高校体育课程改革的背景下，培养学生的体育锻炼兴趣，促进学生终身体育锻炼已成为关键。健美操作为体育教学不可或缺的组成部分，在实现这些目标的过程中发挥着关键作用。然而，现有的数据流分析技术缺乏整合性，限制了其利用各种来源信息的能力。为解决这一问题，本文提出了一种健美操教学模型，该模型利用少量学习技术进行数据流分析。该模型结合了基于度量学习的标签特征网络，增强了分析多尺度特征和类内标签特征的能力。对比分析表明，与传统的图像特征组合分类器模型相比，该模型的准确率提高了 8.12%。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Accounts of Chemical Research 化学-化学综合

CiteScore

31.40

自引率

1.10%

发文量

312

审稿时长

2 months

期刊介绍： Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.