Researchers deploy AI to speed up detection of Covid-19
August 25, 2020
Researchers at the University of Notre Dame in Indiana are developing a technique using artificial intelligence (AI) that would improve CT screening to identify patients with Covid-19 more quickly.
The technique could reduce the burden on radiologists tasked with screening each image.
Testing difficulties have led to an influx of patients hospitalised with Covid-19 requiring CT scans that have revealed visual signs of the disease, including ground glass opacities, a condition that consists of abnormal lesions, presenting as a haziness on images of the lungs.
“Most patients with coronavirus show signs of Covid-related pneumonia on a chest CT but with the large number of suspected cases, radiologists are working overtime to screen them all,” said Yiyu Shi, associate professor in the Department of Computer Science & Engineering at Notre Dame and the lead researcher on the project. “We have shown that we can use deep learning – a field of AI – to identify those signs, drastically speeding up the screening process and reducing the burden on radiologists.”
Shi is working with Jingtong Hu, an assistant professor at the University of Pittsburgh, to identify the visual features of Covid-19-related pneumonia through analysis of 3D data from CT scans. The team is working to combine the analysis software with off-the-shelf hardware for a light-weight mobile device that can be easily and immediately integrated in clinics.
The challenge, Shi said, was that 3D CT scans were so large, it was nearly impossible to detect specific features and extract them efficiently and accurately on plug-and-play mobile devices.
“We’re developing a novel method inspired by independent component analysis, using a statistical architecture to break each image into smaller segments,” Shi said, “which will allow deep neural networks to target Covid-related features within large 3D images.”
Shi and Hu are collaborating with radiologists at Guangdong Provincial People’s Hospital in China and the University of Pittsburgh Medical Center, where a large number of CT images from Covid-19 pneumonia are being made available. The team hopes to have development completed by the end of the year.
The research is being funded by the National Science Foundation through a Rapid Response research grant.