Multi-Coil MRI Reconstruction on Calgary-Campinas (Poisson-disc R=5)
0.952SSIMUnrolled
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UnrolledDimensionality=3D, VRAM=75.93, train - s/step=2.162026.01 | 0.952 | 37.74 | |
| Unrolled - oursDimensionality=3D, VRAM=37.02, train - s/step=1.102026.01 | 0.948 | 37.36 | |
| Unrolled - oursDimensionality=2D, VRAM=11.66, train - s/step=0.5902026.01 | 0.942 | 36.61 | |
| UnrolledDimensionality=2D, VRAM=15.04, train - s/step=0.1902026.01 | 0.941 | 36.43 | |
| DRUNetDimensionality=3D, VRAM=17.85, train - s/step=0.6102026.01 | 0.93 | 35.02 | |
| DRUNetDimensionality=2D, VRAM=10.04, train - s/step=0.0802026.01 | 0.913 | 33.87 | |
| TVVRAM=N/A, train - s/step=N/A2026.01 | 0.79 | 32.42 | |
| INRDimensionality=3D, VRAM=N/A, train - s/step=N/A2026.01 | 0.748 | 30.23 | |
| PnP-αPGDDimensionality=3D, VRAM=18.54, train - s/step=0.6102026.01 | 0.649 | 27.27 | |
| PnP-αPGDDimensionality=2D, VRAM=10.04, train - s/step=0.0802026.01 | 0.639 | 27.08 | |
| DPIRDimensionality=2D, Variant=RAM, VRAM=N/A, train - s/step=N/A2026.01 | 0.612 | 28.24 | |
| RSSVRAM=N/A, train - s/step=N/A2026.01 | 0.473 | 24.4 |