Automated Model Design and Benchmarking of 3D Deep Learning Models for COVID-19 Detection with Chest CT Scans

Understand

The COVID-19 pandemic has spread globally for several months.

• Because its transmissibility and high pathogenicity seriously threaten people's lives, it is crucial to accurately and quickly detect COVID-19 infection.
• Many recent studies have shown that deep learning (DL) based solutions can help detect COVID-19 based on chest CT scans.
• However, most existing work focuses on 2D datasets, which may result in low quality models as the real CT scans are 3D images.