TY - JOUR
T1 - Use of thermal imaging to measure the quality of hand hygiene
AU - Wang, C.
AU - Jiang, W.
AU - Yang, K.
AU - Sarsenbayeva, Z.
AU - Tag, B.
AU - Dingler, T.
AU - Goncalves, J.
AU - Kostakos, V.
N1 - Funding Information:
This work was funded, in part, by NHMRC Grants 1170937 and 2004316 , the European Union's Horizon 2020 research and innovation programme (Grant No. 957296 ), and PhD Write Up Award from the Faculty of Engineering and Information Technology, University of Melbourne, Australia.
Publisher Copyright:
© 2023 The Author(s)
PY - 2023/9
Y1 - 2023/9
N2 - Objectives: Hand hygiene has long been promoted as the most effective way to prevent the transmission of infection. However, due to low compliance and low quality of hand hygiene reported in previous studies, constant monitoring of hand hygiene compliance and quality among healthcare workers is crucial. This study investigated the feasibility of using a thermal camera with an RGB camera to detect hand coverage of alcohol-based formulation, thereby monitoring the quality of hand rubbing. Methods: In total, 32 participants were recruited to participate in this study. Participants were required to perform four types of hand rubbing to achieve different coverage of the 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. U-Net was used to segment areas exposed to alcohol-based formulation from thermal images, and system performance was evaluated by comparing differences in coverage between thermal images and UV images in terms of accuracy and Dice coefficient. Results: This system found promising results in terms of accuracy (93.5%) and Dice coefficient (87.1%) when observations took place 10 s after hand rubbing. At 60 s after hand rubbing, accuracy and Dice coefficient were 92.4% and 85.7%. Conclusions: Thermal imaging has potential for accurate, constant and systematic monitoring of the quality of hand hygiene.
AB - Objectives: Hand hygiene has long been promoted as the most effective way to prevent the transmission of infection. However, due to low compliance and low quality of hand hygiene reported in previous studies, constant monitoring of hand hygiene compliance and quality among healthcare workers is crucial. This study investigated the feasibility of using a thermal camera with an RGB camera to detect hand coverage of alcohol-based formulation, thereby monitoring the quality of hand rubbing. Methods: In total, 32 participants were recruited to participate in this study. Participants were required to perform four types of hand rubbing to achieve different coverage of the 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. U-Net was used to segment areas exposed to alcohol-based formulation from thermal images, and system performance was evaluated by comparing differences in coverage between thermal images and UV images in terms of accuracy and Dice coefficient. Results: This system found promising results in terms of accuracy (93.5%) and Dice coefficient (87.1%) when observations took place 10 s after hand rubbing. At 60 s after hand rubbing, accuracy and Dice coefficient were 92.4% and 85.7%. Conclusions: Thermal imaging has potential for accurate, constant and systematic monitoring of the quality of hand hygiene.
KW - Hand hygiene
KW - Thermal camera
KW - Ultraviolet light
KW - World Health Organization
UR - http://www.scopus.com/inward/record.url?scp=85165980623&partnerID=8YFLogxK
U2 - 10.1016/j.jhin.2023.05.016
DO - 10.1016/j.jhin.2023.05.016
M3 - Article
C2 - 37301230
AN - SCOPUS:85165980623
SN - 0195-6701
VL - 139
SP - 113
EP - 120
JO - Journal of Hospital Infection
JF - Journal of Hospital Infection
ER -