A Fourier neural operator trained on simulated and tiny real data reconstructs lung aeration maps from raw ultrasound RF signals, with 9.4% mean percent aeration error on ex vivo swine lungs.
Ultrasound mapping of lung changes in idiopathic pulmonary fibrosis.The Clinical Respiratory Journal14, 54–63 (2020)
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Ultrasound Lung Aeration Map via Physics-Aware Neural Operators
A Fourier neural operator trained on simulated and tiny real data reconstructs lung aeration maps from raw ultrasound RF signals, with 9.4% mean percent aeration error on ex vivo swine lungs.