牙刷:牙刷活动惯性信号的数据集
F J González-Cañete1, E Casilari1
1Departamento de Tecnología Electrónica, Telecommunication Research Institute (TELMA), Universidad de Málaga, 29071 Málaga, Spain.
Data in brief
|September 2, 2025
概括
这项研究介绍了UMATBrush数据集,其中包括牙刷和日常生活中的智能手表数据. 这种资源可以为口腔健康监测提供现实的训练和验证.
科学领域:
- 可穿戴技术
- 机器学习
- 人类活动的认可
背景情况:
- 智能手表对于监控健康生活习惯很受欢迎.
- 越来越多的计算能力使得可穿戴设备上的复杂算法成为可能.
- 人类活动识别 (HAR) 系统可以监控牙刷的口腔健康.
研究的目的:
- 介绍UMATBrush存储库,这是一个评估牙刷检测的新数据集.
- 在现实条件下提供HAR系统培训和验证的资源.
主要方法:
- 使用三台商用智能手表在多次刷牙期间监控四名受试者.
- 收集惯性传感器数据,包括加速样本.
- 每个加速样品的二进制标记为牙刷或非牙刷活动.
主要成果:
- UMATBrush存储库包含牙刷和日常生活活动的大量数据.
- 这些数据可以区分牙刷与其他现实生活活动.
结论:
- UMATBrush存储库对于开发和测试精确的牙刷检测算法至关重要.
- 这一数据集有助于推进基于可穿戴设备的口腔健康监测系统.
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