Multi-contrast MRI Reconstruction on BraTS
38.18PSNR (dB)MambaMDN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MambaMDNAcceleration Rate=x42025.12 | 38.18 | 0.9727 | 3.228 | |
| MambaMMRAcceleration Rate=x42025.12 | 37.92 | 0.9709 | 3.292 | |
| MC-VANetAcceleration Rate=x42025.12 | 37.75 | 0.9699 | 3.39 | |
| MambaReconAcceleration Rate=x42025.12 | 36.84 | 0.9594 | 3.745 | |
| PanMambaAcceleration Rate=x42025.12 | 36.29 | 0.9659 | 4.005 | |
| MambaMDNAcceleration Rate=x82025.12 | 35.84 | 0.9606 | 4.214 | |
| MC-VANetAcceleration Rate=x82025.12 | 35.55 | 0.9573 | 4.364 | |
| UniFSAcceleration Factor=4x2025.12 | 35.55 | 0.961 | — | |
| MambaMMRAcceleration Rate=x82025.12 | 35.54 | 0.9568 | 4.33 | |
| MambaReconAcceleration Rate=x82025.12 | 34.87 | 0.9484 | 4.695 | |
| PanMambaAcceleration Rate=x82025.12 | 34.84 | 0.9567 | 4.732 | |
| FSMNetAcceleration Factor=4x2025.12 | 34.49 | 0.956 | — | |
| RestormerAcceleration Rate=x42025.12 | 34.21 | 0.9506 | 5.071 | |
| MINetAcceleration Factor=4x2025.12 | 33.51 | 0.95 | — | |
| DCAMSRAcceleration Factor=4x2025.12 | 33.32 | 0.949 | — | |
| RestormerAcceleration Rate=x82025.12 | 33.24 | 0.9429 | 5.667 | |
| UniFSAcceleration Factor=8x2025.12 | 32.78 | 0.937 | — | |
| MC-VarNetAcceleration Factor=4x2025.12 | 32.25 | 0.939 | — | |
| FSMNetAcceleration Factor=8x2025.12 | 31.7 | 0.931 | — | |
| U-NetAcceleration Rate=x42025.12 | 30.9 | 0.914 | 7.404 | |
| MTransAcceleration Factor=4x2025.12 | 30.39 | 0.918 | — | |
| MINetAcceleration Factor=8x2025.12 | 30.34 | 0.918 | — | |
| DCAMSRAcceleration Factor=8x2025.12 | 30.27 | 0.918 | — | |
| U-NetAcceleration Rate=x82025.12 | 29.27 | 0.8905 | 8.944 | |
| MC-VarNetAcceleration Factor=8x2025.12 | 29.23 | 0.905 | — | |
| MTransAcceleration Factor=8x2025.12 | 27.76 | 0.884 | — | |
| Zero-FilledAcceleration Rate=x42025.12 | 24.65 | 0.5642 | 15.17 | |
| Zero-FilledAcceleration Rate=x82025.12 | 24.37 | 0.563 | 15.66 |