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ResearchFormerly WizWand

MRI Reconstruction on fastMRI knee (val)

89.34Avg SSIMHUMUS-Net
57.682465.901274.1282.3388Mar 2, 2021Jan 20, 2022Dec 11, 2022Nov 1, 2023Sep 20, 2024Aug 11, 2025Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
HUMUS-Net2022.0389.34——————
E2E-VarNet2022.0389.08——————
SA-RDM-DCAcceleration factor (R)=42026.0786.6——0.01——34.29
SENSE-VarNetAcceleration factor (R)=42026.0786.2——0.01——34.23
MoDLAcceleration factor (R)=42026.0786.1——0.01——34.4
DC-UNetAcceleration factor (R)=42026.0785.2——0.011——33.32
UNet-image-SENSEAcceleration factor (R)=42026.0784——0.012——32.79
Deep J-SenseAcceleration factor=42021.0383.285.70.1040.00910.00640.0095—
ELF-DiffAcceleration factor (R)=42026.0783.2——0.015——32.62
Score-DiffusionAcceleration factor (R)=42026.0783.1——0.015——32.66
E2EAcceleration factor=42021.0382.485.10.1070.01110.00680.0239—
MoDLAcceleration factor=42021.0381.4840.1150.01640.00870.0724—
SA-RDM-DCAcceleration factor (R)=82026.0781.4——0.015——31.77
MoDLAcceleration factor (R)=82026.0781.1——0.016——32.13
SENSE-VarNetAcceleration factor (R)=82026.0780.7——0.015——31.79
DC-UNetAcceleration factor (R)=82026.0779.2——0.018——30.91
UNet-image-SENSEAcceleration factor (R)=82026.0778.6——0.019——30.59
SA-RDM-DCAcceleration factor (R)=122026.0778.6——0.018——30.74
MoDLAcceleration factor (R)=122026.0778.2——0.018——30.94
SENSE-VarNetAcceleration factor (R)=122026.0777.7——0.019——30.68
DC-UNetAcceleration factor (R)=122026.0776.3——0.022——29.94
ELF-DiffAcceleration factor (R)=82026.0775.8——0.031——29.01
UNet-image-SENSEAcceleration factor (R)=122026.0775.7——0.022——29.76
Zero-filledAcceleration factor (R)=42026.0775.3——0.027——28.63
ELF-DiffAcceleration factor (R)=122026.0772.6——0.034——28.14
Score-DiffusionAcceleration factor (R)=82026.0769.4——0.054——26.81
Zero-filledAcceleration factor (R)=82026.0761.4——0.061——24.93
Score-DiffusionAcceleration factor (R)=122026.0760.9——0.059——26.08
Zero-filledAcceleration factor (R)=122026.0758.9——0.066——24.59