Automated Quality Assessment of Hand Washing Using Deep Learning

11/23/2020
by   Maksims Ivanovs, et al.
0

Washing hands is one of the most important ways to prevent infectious diseases, including COVID-19. Unfortunately, medical staff does not always follow the World Health Organization (WHO) hand washing guidelines in their everyday work. To this end, we present neural networks for automatically recognizing the different washing movements defined by the WHO. We train the neural network on a part of a large (2000+ videos) real-world labeled dataset with the different washing movements. The preliminary results show that using pre-trained neural network models such as MobileNetV2 and Xception for the task, it is possible to achieve >64 washing movements. We also describe the collection and the structure of the above open-access dataset created as part of this work. Finally, we describe how the neural network can be used to construct a mobile phone application for automatic quality control and real-time feedback for medical professionals.

READ FULL TEXT

page 4

page 6

page 7

research
05/30/2020

Learning Efficient Representations of Mouse Movements to Predict User Attention

Tracking mouse cursor movements can be used to predict user attention on...
research
11/03/2021

A Comparison of Deep Learning Models for the Prediction of Hand Hygiene Videos

This paper presents a comparison of various deep learning models such as...
research
01/29/2019

A deep learning framework for assessment of quality of rehabilitation exercises

The article proposes a new framework for assessment of physical rehabili...
research
01/29/2019

A Deep Learning Framework for Assessing Physical Rehabilitation Exercises

The article proposes a new framework for assessment of physical rehabili...
research
11/02/2021

Personalized One-Shot Lipreading for an ALS Patient

Lipreading or visually recognizing speech from the mouth movements of a ...
research
08/06/2021

Feature Detection for Hand Hygiene Stages

The process of hand washing involves complex hand movements. There are s...

Please sign up or login with your details

Forgot password? Click here to reset