Uncertainty-Aware, End-to-End Deep Learning for Functional Lung MRI Quantification Using 129 Xe and 1 H MRI

An end-to-end, uncertainty-aware deep learning approach enabled direct quantification of functional lung MRI without multimodal segmentation, performing accurately across a range of pathologies, hospitals, and test-time augmentations.