SOTAVerified

MRI Reconstruction

In its most basic form, MRI reconstruction consists in retrieving a complex-valued image from its under-sampled Fourier coefficients. Besides, it can be addressed as a encoder-decoder task, in which the normative model in the latent space will only capture the relevant information without noise or corruptions. Then, we decode the latent space in order to have a reconstructed MRI.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 426–441 of 441 papers

TitleStatusHype
On Instabilities of Conventional Multi-Coil MRI Reconstruction to Small Adverserial Perturbations—0
On learning adaptive acquisition policies for undersampled multi-coil MRI reconstruction—0
On Retrospective k-space Subsampling schemes For Deep MRI Reconstruction—0
On the Empirical Effect of Gaussian Noise in Under-sampled MRI Reconstruction—0
On the Foundation Model for Cardiac MRI Reconstruction—0
On the Robustness of deep learning-based MRI Reconstruction to image transformations—0
Optimizing ADMM and Over-Relaxed ADMM Parameters for Linear Quadratic Problems—0
Over-and-Under Complete Convolutional RNN for MRI Reconstruction—0
Paired Conditional Generative Adversarial Network for Highly Accelerated Liver 4D MRI—0
Parameter-Free Bio-Inspired Channel Attention for Enhanced Cardiac MRI Reconstruction—0
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging—0
Physics-driven Deep Learning for PET/MRI—0
Physics-informed Deep Diffusion MRI Reconstruction with Synthetic Data: Break Training Data Bottleneck in Artificial Intelligence—0
pISTA-SENSE-ResNet for Parallel MRI Reconstruction—0
PixCUE: Joint Uncertainty Estimation and Image Reconstruction in MRI using Deep Pixel Classification—0
Predicting 4D Liver MRI for MR-guided Interventions—0
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All datasetsfastMRI Knee 8xfastMRI Knee Val 8xfastMRI Brain 4xfastMRI Brain 8xfastMRI Knee 4xIXI

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HUMUS-Net (train+val data)SSIM0.89—Unverified
2HUMUS-Net (train only)SSIM0.89—Unverified
3End-to-end variational networkSSIM0.89—Unverified
4XPDNetSSIM0.89—Unverified
#ModelMetricClaimedVerifiedStatus
1PromptMRSSIM0.9—Unverified
2HUMUS-Net-LSSIM0.9—Unverified
3HUMUS-NetSSIM0.89—Unverified
4E2E-VarNet (train+val)SSIM0.89—Unverified
#ModelMetricClaimedVerifiedStatus
1End-to-end variational networkSSIM0.96—Unverified
2XPDNetSSIM0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1End-to-end variational networkSSIM0.94—Unverified
2XPDNetSSIM0.94—Unverified
#ModelMetricClaimedVerifiedStatus
1End-to-end variational networkSSIM0.93—Unverified
2XPDNetSSIM0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1Residual U-NETDSSIM0—Unverified