MRI Reconstruction on fastMRI Brain (test)
0.973SSIMAPMC
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| APMCAccess type=gradient-access, Acceleration factor=4x2026.05 | 0.973 | — | 36.55 | 0.0199 | 0.02 | 0.0003 | |
| ZO-APMCAccess type=black-box, Acceleration factor=4x2026.05 | 0.966 | — | 35.29 | 0.0228 | 0.0299 | 0.0003 | |
| DPSAccess type=gradient-access, Acceleration factor=4x2026.05 | 0.965 | — | 34.38 | 0.0254 | 0.0206 | 0.0004 | |
| NOCategory=End-to-end, Undersampling=4x equispaced2024.10 | 0.9621 | — | 38.82 | — | — | — | |
| E2E-VNCategory=End-to-end, Undersampling=4x equispaced2024.10 | 0.962 | — | 38.06 | — | — | — | |
| E2E-VNAcceleration=4x2020.04 | 0.959 | 0.004 | 41 | — | — | — | |
| DPGAccess type=black-box, Acceleration factor=4x2026.05 | 0.953 | — | 32.17 | 0.054 | 0.0269 | 0.0007 | |
| PnPDMAccess type=gradient-access, Acceleration factor=4x2026.05 | 0.946 | — | 30.81 | 0.0376 | 0.0216 | 0.0008 | |
| U-NetAcceleration=4x2020.04 | 0.945 | 0.011 | 38 | — | — | — | |
| E2E-VNAcceleration=8x2020.04 | 0.943 | 0.008 | 38 | — | — | — | |
| EnKGAccess type=black-box, Acceleration factor=4x2026.05 | 0.934 | — | 31.32 | 0.0572 | 0.0292 | 0.0007 | |
| U-NetCategory=End-to-end, Undersampling=4x equispaced2024.10 | 0.9211 | — | 37.27 | — | — | — | |
| Forward-GSGAccess type=black-box, Acceleration factor=4x2026.05 | 0.918 | — | 27.8 | 0.0542 | 0.0326 | 0.0019 | |
| Central-GSGAccess type=black-box, Acceleration factor=4x2026.05 | 0.917 | — | 27.78 | 0.0543 | 0.0327 | 0.0019 | |
| U-NetAcceleration=8x2020.04 | 0.915 | 0.023 | 35 | — | — | — | |
| Zero-filledCategory=Learning-free, Undersampling=4x equispaced2024.10 | 0.8065 | — | 30.86 | — | — | — | |
| SCGAccess type=black-box, Acceleration factor=4x2026.05 | 0.711 | — | 7.1 | 7.67 | 1.38 | 0.21 | |
| l1-WaveletCategory=Learning-free, Undersampling=4x equispaced2024.10 | 0.6783 | — | 28.68 | — | — | — |