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Greatest papers with code

Compressive MR Fingerprinting reconstruction with Neural Proximal Gradient iterations

27 Jun 2020edongdongchen/PGD-Net

Consistency of the predictions with respect to the physical forward model is pivotal for reliably solving inverse problems.

DE-ALIASING MAGNETIC RESONANCE FINGERPRINTING

Spatially Regularized Parametric Map Reconstruction for Fast Magnetic Resonance Fingerprinting

9 Nov 2019fabianbalsiger/mrf-reconstruction-media2020

Here, we propose a convolutional neural network-based reconstruction, which enables both accurate and fast reconstruction of parametric maps, and is adaptable based on the needs of spatial regularization and the capacity for the reconstruction.

MAGNETIC RESONANCE FINGERPRINTING

Learning Bloch Simulations for MR Fingerprinting by Invertible Neural Networks

10 Aug 2020fabianbalsiger/mrf-reconstruction-mlmir2020

Here, we revisit NN-based MRF reconstruction to jointly learn the forward process from MR parameters to fingerprints and the backward process from fingerprints to MR parameters by leveraging invertible neural networks (INNs).

MAGNETIC RESONANCE FINGERPRINTING

An off-the-grid approach to multi-compartment magnetic resonance fingerprinting

23 Nov 2020mgolbabaee/SGB-Lasso-for-partial-volume-quantitative-MRI

We propose a novel numerical approach to separate multiple tissue compartments in image voxels and to estimate quantitatively their nuclear magnetic resonance (NMR) properties and mixture fractions, given magnetic resonance fingerprinting (MRF) measurements.

MAGNETIC RESONANCE FINGERPRINTING