MRI Reconstruction on fastMRI 4X acceleration (test)
38.45PSNROptDiff
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OptDiffSteps=1002026.05 | 38.45 | 0.948 | |
| OptDiffSteps=202026.05 | 37.19 | 0.943 | |
| RED-diffSteps=1002026.05 | 36.79 | 0.872 | |
| DAPSSteps=1002026.05 | 34.32 | 0.875 | |
| DDSSteps=1002026.05 | 33.72 | 0.93 | |
| RED-diffSteps=202026.05 | 33.24 | 0.87 | |
| DAPSSteps=202026.05 | 33.02 | 0.889 | |
| OUCRParam=1.192 M2021.06 | 32.61 | 0.7354 | |
| SupNoise Level (sigma)=02021.11 | 32.5 | — | |
| PC-RNNParam=1.482 M2021.06 | 32.37 | 0.7281 | |
| D5C5Param=2.237 M2021.06 | 32.25 | 0.7256 | |
| SupNoise Level (sigma)=0.012021.11 | 32.2 | — | |
| Kin-netParam=7.951 M2021.06 | 32.06 | 0.7228 | |
| UNetParam=8.634 M2021.06 | 31.88 | 0.7142 | |
| KIKI-NetParam=1.790 M2021.06 | 31.87 | 0.7172 | |
| EINoise Level (sigma)=02021.11 | 31 | — | |
| REINoise Level (sigma)=02021.11 | 31 | — | |
| REI_oracleNoise Level (sigma)=02021.11 | 31 | — | |
| REINoise Level (sigma)=0.012021.11 | 30.8 | — | |
| REI_oracleNoise Level (sigma)=0.012021.11 | 30.8 | — | |
| SupNoise Level (sigma)=0.052021.11 | 30.8 | — | |
| Pi-GDMSteps=1002026.05 | 30.69 | 0.753 | |
| EINoise Level (sigma)=0.012021.11 | 30.6 | — | |
| DDSSteps=202026.05 | 30.27 | 0.901 | |
| SupNoise Level (sigma)=0.12021.11 | 29.8 | — | |
| Pi-GDMSteps=202026.05 | 29.63 | 0.739 | |
| REI_oracleNoise Level (sigma)=0.052021.11 | 29.6 | — | |
| CS2021.06 | 29.54 | 0.5736 | |
| REINoise Level (sigma)=0.052021.11 | 29 | — | |
| REI_oracleNoise Level (sigma)=0.12021.11 | 28.9 | — | |
| SupNoise Level (sigma)=0.22021.11 | 28.8 | — | |
| REINoise Level (sigma)=0.12021.11 | 27.7 | — | |
| REI_oracleNoise Level (sigma)=0.22021.11 | 27.7 | — | |
| EINoise Level (sigma)=0.052021.11 | 27.6 | — | |
| REINoise Level (sigma)=0.22021.11 | 26.9 | — | |
| A+(y)Noise Level (sigma)=02021.11 | 25.8 | — | |
| A+(y)Noise Level (sigma)=0.012021.11 | 25.7 | — | |
| A+(y)Noise Level (sigma)=0.052021.11 | 24.7 | — | |
| EINoise Level (sigma)=0.12021.11 | 24.1 | — | |
| A+(y)Noise Level (sigma)=0.12021.11 | 22.6 | — | |
| EINoise Level (sigma)=0.22021.11 | 19.7 | — | |
| A+(y)Noise Level (sigma)=0.22021.11 | 18.7 | — | |
| AIRS Medical2026.03 | — | 0.964 | |
| ATB (Joint-ICNet)2026.03 | — | 0.96 | |
| CARE2026.03 | — | 0.964 | |
| Neurospin (XPDNet)2026.03 | — | 0.959 |