应用热成像技术测量手卫生质量

Chaofan Wang, Weiwei Jiang, Kangning Yang, Zhanna Sarsenbayeva, Benjamin Tag, Tilman Dingler, Jorge Gonçalves, V. Kostakos
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引用次数: 0

摘要

目的手部卫生一直被认为是预防感染传播的最有效途径。然而,由于以往研究报告的手卫生依从性和质量较低,因此持续监测医护人员的手卫生依从性和质量至关重要。在这项研究中,我们探讨了使用热像仪和RGB相机来检测醇基配方的手部覆盖率,从而监测搓手质量的可行性。方法我们招募了32名受试者。参与者被要求进行四种类型的洗手,以产生不同的酒精配方的手部覆盖。每个任务完成后,参与者的手在热像仪和RGB相机下拍照,同时使用紫外线(UV)测试来提供基于酒精的配方的手覆盖率的基本真相。然后,使用U-Net从热图像中分割醇基配方覆盖的区域,并通过比较热图像和UV图像在精度和Dice系数方面的覆盖差异来评估系统性能。结果在洗手后10秒,该系统在准确率(93.5%)和Dice系数(87.1%)方面取得了令人满意的结果。此外,我们还研究了在60秒的观察周期内系统性能的变化,当观察发生在60秒的时间点时,准确率和Dice系数仍然保持在92.4%和85.7%左右。结论热成像技术在提供准确、持续、系统的手卫生质量监测方面具有潜在的可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Using Thermal Imaging to Measure Hand Hygiene Quality
OBJECTIVES Hand hygiene has long been promoted as the most effective way to prevent the transmission of infection. However, due to the low compliance and quality of hand hygiene reported in previous studies, constant monitoring of healthcare workers' hand hygiene compliance and quality is crucial. In this study, we investigate the feasibility of using a thermal camera together with an RGB camera to detect hand coverage of alcohol-based formulation, thereby monitoring handrub quality. METHODS We recruited 32 participants for this study. Participants were required to perform four types of handrubs to produce different hand coverage of alcohol-based formulation. After each task, participants' hands were photographed under a thermal camera and an RGB camera, while an ultraviolet (UV) test was used to provide the ground truth of hand coverage of alcohol-based formulation. Then, a U-Net was used to segment areas covered with alcohol-based formulations from thermal images, and the system performance was evaluated by comparing coverage differences between thermal images and UV images regarding accuracy and Dice coefficient. RESULTS The system yields promising results in terms of accuracy (93.5%) and Dice coefficient (87.1%) when observations take place 10 seconds after performing handrub. In addition, we also examine the system performance change over a 60-second observation period, and the accuracy and Dice coefficient still remain at about 92.4% and 85.7% when observation happens at the 60-second time point. CONCLUSIONS Given these encouraging results, thermal imaging shows its potential feasibility in providing accurate, constant, and systematic hand hygiene quality monitoring.
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