Risk Quantification in Deep MRI Reconstruction

no code implementations • 23 Oct 2020 • Vineet Edupuganti, Morteza Mardani, Shreyas Vasanawala, John M. Pauly

Reliable medical image recovery is crucial for accurate patient diagnoses, but little prior work has centered on quantifying uncertainty when using non-transparent deep learning approaches to reconstruct high-quality images from limited measured data.

MRI Reconstruction

Uncertainty Quantification in Deep MRI Reconstruction

no code implementations • 31 Jan 2019 • Vineet Edupuganti, Morteza Mardani, Shreyas Vasanawala, John Pauly

Reliable MRI is crucial for accurate interpretation in therapeutic and diagnostic tasks.

MRI Reconstruction Uncertainty Quantification