PICO estimates image-domain noise covariance in linear and nonlinear MRI reconstructions up to 7x faster than PMR by using complex random-phase probes.
Deep learning for accelerated and robust MRI reconstruction.Magnetic Resonance Materials in Physics, Biology and Medicine, 37(3):335–368, July 2024
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A tandem evaluation framework shows medical image reconstruction maintains diagnostic accuracy despite declining PSNR but can amplify sex-based biases modestly compared to existing model biases.
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Fast Voxelwise SNR Estimation for Iterative MRI Reconstructions
PICO estimates image-domain noise covariance in linear and nonlinear MRI reconstructions up to 7x faster than PMR by using complex random-phase probes.
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Evaluating the Impact of Medical Image Reconstruction on Downstream AI Fairness and Performance
A tandem evaluation framework shows medical image reconstruction maintains diagnostic accuracy despite declining PSNR but can amplify sex-based biases modestly compared to existing model biases.