A deep learning system for quantitative assessment of microvascular abnormalities in nailfold capillary images.

Praveen Gurunath BharathiMichael BerksGraham DinsdaleAndrea MurrayJoanne ManningSarah WilkinsonMaurizio CutoloVanessa SmithAriane L HerrickChris J Taylor

Published in: Rheumatology (Oxford, England) (2023)

Fully automated analysis using deep learning can achieve diagnostic performance at least as good as SSc experts, and is sufficiently robust to work with low-cost digital microscope images.

Keyphrases

deep learning
low cost
convolutional neural network
artificial intelligence
systemic sclerosis
machine learning
high throughput