Multi-contrast MRI Reconstruction on M4raw
35.71PSNR (dB)VarNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VarNetModality=AX T1, Acceleration Factor (AF)=22026.06 | 35.71 | 88.8 | — | |
| VarNet + W-UNETModality=AX T1, Acceleration Factor (AF)=22026.06 | 34.88 | 89.4 | — | |
| VarNetModality=AX FLAIR, Acceleration Factor (AF)=22026.06 | 34.21 | 85.1 | — | |
| VarNetModality=AX T2, Acceleration Factor (AF)=22026.06 | 33.87 | 84.3 | — | |
| VarNet + W-UNETModality=AX T2, Acceleration Factor (AF)=22026.06 | 32.6 | 86.2 | — | |
| VarNet + W-UNETModality=AX FLAIR, Acceleration Factor (AF)=22026.06 | 32.47 | 85.7 | — | |
| MambaMDNAcceleration Rate=x42025.12 | 32.01 | 82.05 | 6.435 | |
| MC-VANetAcceleration Rate=x42025.12 | 31.82 | 81.61 | 6.576 | |
| SO-MambaAF=x42026.05 | 31.62 | 79.1 | — | |
| PanMambaAcceleration Rate=x42025.12 | 31.58 | 81.46 | 6.759 | |
| HiFi-MambaAF=x42026.05 | 31.13 | 77.8 | — | |
| Mamba-UNetAF=x42026.05 | 31.07 | 77.7 | — | |
| RestormerAcceleration Rate=x42025.12 | 30.84 | 76.92 | 7.367 | |
| GRAPPAModality=AX T1, Acceleration Factor (AF)=22026.06 | 30.71 | 74.3 | — | |
| TransUNetAF=x42026.05 | 30.59 | 76.2 | — | |
| UNetAF=x42026.05 | 30.02 | 77 | — | |
| LMOAF=x42026.05 | 29.86 | 76.9 | — | |
| SO-MambaAF=x82026.05 | 29.81 | 74.5 | — | |
| MambaMDNAcceleration Rate=x82025.12 | 29.75 | 73.1 | 8.347 | |
| HiFi-MambaAF=x82026.05 | 29.65 | 74.1 | — | |
| MambaMMRAcceleration Rate=x42025.12 | 29.52 | 75.07 | 8.576 | |
| Mamba-UNetAF=x82026.05 | 29.43 | 73.8 | — | |
| MambaReconAcceleration Rate=x42025.12 | 29.42 | 73.91 | 8.673 | |
| PanMambaAcceleration Rate=x82025.12 | 29.13 | 72.76 | 8.973 | |
| RestormerAcceleration Rate=x82025.12 | 29.08 | 72.19 | 9.021 | |
| U-NetAcceleration Rate=x42025.12 | 28.96 | 75.72 | 9.15 | |
| TransUNetAF=x82026.05 | 28.95 | 72.8 | — | |
| MC-VANetAcceleration Rate=x82025.12 | 28.7 | 71.07 | 9.424 | |
| GRAPPAModality=AX T2, Acceleration Factor (AF)=22026.06 | 28.7 | 72 | — | |
| GRAPPAModality=AX FLAIR, Acceleration Factor (AF)=22026.06 | 28.52 | 70.8 | — | |
| LMOAF=x82026.05 | 28.35 | 72.8 | — | |
| MambaMMRAcceleration Rate=x82025.12 | 28.19 | 70.35 | 9.994 | |
| UNetAF=x82026.05 | 28.14 | 72.4 | — | |
| MambaReconAcceleration Rate=x82025.12 | 27.11 | 63.8 | 11.3 | |
| U-NetAcceleration Rate=x82025.12 | 26.46 | 66.39 | 12.2 | |
| Zero-FilledAcceleration Rate=x42025.12 | 24.36 | 60.14 | 15.52 | |
| Zero-FilledAcceleration Rate=x82025.12 | 23.14 | 51.41 | 17.86 |