A vision-based hand hygiene monitoring approach using self-attention convolutional neural network

T Xie, J Tian, L Ma - Biomedical Signal Processing and Control, 2022 - Elsevier
Automatic hand hygiene monitoring is an effective and necessary practice in healthcare. The
main objective is to automate the quality control of the hand hygiene process by recognizing …

A Pilot Study of Deep Learning Models for Camera based Hand Hygiene Monitoring in ICU

W Huang, J Huang, G Wang, H Lu… - 2023 45th Annual …, 2023 - ieeexplore.ieee.org
Hand hygiene is key to preventing cross-infections in the Intensive Care Unit (ICU).
Monitoring of hand washing activities can effectively increase the compliance of clinicians to …

Evaluation of hand washing procedure using vision-based frame level and spatio-temporal level data models

R Özakar, E Gedikli - Electronics, 2023 - mdpi.com
Hand hygiene is obligatory for all healthcare workers and vital for patient care. During
COVID-19, adequate hand washing was among recommended measures for preventing …

Hand Hygiene Assessment via Joint Step Segmentation and Key Action Scorer

C Li, Q Zhu, T Liu, J Tang, Y Su - arXiv preprint arXiv:2209.12221, 2022 - arxiv.org
Hand hygiene is a standard six-step hand-washing action proposed by the World Health
Organization (WHO). However, there is no good way to supervise medical staff to do hand …

Exploiting CCTV Cameras for Hand Hygiene Recognition in ICU

W Huang, J Huang, G Wang, H Lu… - ICASSP 2023-2023 …, 2023 - ieeexplore.ieee.org
The monitoring of hand hygiene activities can effectively reduce infection and contamination
in the Intensive Care Unit (ICU). In this paper, we created a clinical dataset using CCTV …