Multi-Coil MRI Reconstruction on Calgary-Campinas R=10 acceleration Poisson-disc sampling
0.926SSIMUnrolled
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UnrolledDimensionality=3D, VRAM=75.93, train - s/step=2.162026.01 | 0.926 | 34.72 | |
| Unrolled - oursDimensionality=3D, VRAM=37.02, train - s/step=1.102026.01 | 0.919 | 34.25 | |
| Unrolled - oursDimensionality=2D, VRAM=11.66, train - s/step=0.5902026.01 | 0.906 | 33.26 | |
| UnrolledDimensionality=2D, VRAM=15.04, train - s/step=0.1902026.01 | 0.905 | 33.2 | |
| DRUNetDimensionality=3D, VRAM=17.85, train - s/step=0.6102026.01 | 0.9 | 32.67 | |
| DRUNetDimensionality=2D, VRAM=10.04, train - s/step=0.0802026.01 | 0.873 | 31.31 | |
| TVVRAM=N/A, train - s/step=N/A2026.01 | 0.726 | 30.23 | |
| INRDimensionality=3D, VRAM=N/A, train - s/step=N/A2026.01 | 0.666 | 28.06 | |
| PnP-αPGDDimensionality=2D, VRAM=10.04, train - s/step=0.0802026.01 | 0.661 | 28.7 | |
| PnP-αPGDDimensionality=3D, VRAM=18.54, train - s/step=0.6102026.01 | 0.648 | 28.47 | |
| DPIRDimensionality=2D, Variant=RAM, VRAM=N/A, train - s/step=N/A2026.01 | 0.582 | 27.35 | |
| RSSVRAM=N/A, train - s/step=N/A2026.01 | 0.334 | 21.92 |