Skip to main content
COVID-19 In Vitro Diagnostic Devices and Test Methods Database

Scientific literature on COVID-19 Test Methods and Devices - detail

Deploying Machine and Deep Learning Models for Efficient Data-Augmented Detection of COVID-19 Infections

Detection Principle
Imaging-Others
Target
CT and X-ray images
Testing Method Category
 
Testing Method
deep learning
Testing Method - Additional Info
the Convolutional Neural Network (CNN) and the Convolutional Long Short-Term Memory (ConvLSTM)-based deep learning models (DADLMs)
Reported Performance
remark: average increases of 4% to 11% in COVID-19 detection accuracy are reported in favour of the proposed data-augmented deep learning models relative to the machine learning techniques
Sample Size
/
Peer-reviewed
yes

The database contains available information from scientific literature that is being updated periodically. Please note that the provided information (as retrieved from analysed papers) is provided only for devices commercially available with CE-IVD mark. Acknowledgements