MRI Reconstruction on IXI PD contrast (test)
39.4PSNRSelf-D5C5
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Self-D5C5Acceleration factor (R)=4, Supervision Level=Self-supervised2023.06 | 39.4 | 0.985 | — | |
| SSDiffReconAcceleration factor (R)=4, Supervision Level=Self-supervised, Number of backward diffusion steps=52023.06 | 38.4 | 0.99 | — | |
| DDPMAcceleration factor (R)=4, Supervision Level=Supervised, Number of backward diffusion steps=10002023.06 | 37.1 | 0.985 | — | |
| DMSM (Fully supervised)Acceleration rate=4x, Supervision type=fully supervised2025.03 | 36.83 | 0.964 | 0.39 | |
| DMSMAcceleration rate=4x, Supervision type=self-supervised, Path configuration=multi-path2025.03 | 36.63 | 0.953 | 0.54 | |
| DMSM (single-path)Acceleration rate=4x, Supervision type=self-supervised, Path configuration=single-path2025.03 | 36.6 | 0.95 | 0.54 | |
| D5C5Acceleration factor (R)=4, Supervision Level=Supervised2023.06 | 36.5 | 0.947 | — | |
| self-RGANAcceleration factor (R)=4, Supervision Level=Self-supervised2023.06 | 36.3 | 0.968 | — | |
| SSAD-MRIAcceleration rate=4x, Supervision type=self-supervised2025.03 | 35.89 | 0.949 | 0.55 | |
| RGANAcceleration factor (R)=4, Supervision Level=Supervised2023.06 | 35.6 | 0.965 | — | |
| SSDiffAcceleration rate=4x, Supervision type=self-supervised2025.03 | 35.59 | 0.94 | 0.59 | |
| PSFNetAcceleration rate=4x, Supervision type=self-supervised2025.03 | 34.73 | 0.939 | 0.69 | |
| SSDiffReconAcceleration factor (R)=8, Supervision Level=Self-supervised, Number of backward diffusion steps=52023.06 | 33.3 | 0.978 | — | |
| D5C5Acceleration rate=4x, Supervision type=supervised2025.03 | 33.27 | 0.94 | 0.7 | |
| RsGANAcceleration rate=4x, Supervision type=supervised2025.03 | 32.63 | 0.928 | 0.78 | |
| self-DDPMAcceleration factor (R)=4, Supervision Level=Self-supervised, Number of backward diffusion steps=10002023.06 | 32.5 | 0.884 | — | |
| Self-D5C5Acceleration factor (R)=8, Supervision Level=Self-supervised2023.06 | 32.3 | 0.945 | — | |
| DDPMAcceleration factor (R)=8, Supervision Level=Supervised, Number of backward diffusion steps=10002023.06 | 32.2 | 0.961 | — | |
| RGANAcceleration factor (R)=8, Supervision Level=Supervised2023.06 | 31.9 | 0.939 | — | |
| self-RGANAcceleration factor (R)=8, Supervision Level=Self-supervised2023.06 | 31.8 | 0.944 | — | |
| self-D5C5Acceleration rate=4x, Supervision type=self-supervised2025.03 | 30.63 | 0.887 | 1.07 | |
| D5C5Acceleration factor (R)=8, Supervision Level=Supervised2023.06 | 30.1 | 0.905 | — | |
| self-DDPMAcceleration factor (R)=8, Supervision Level=Self-supervised, Number of backward diffusion steps=10002023.06 | 29.8 | 0.85 | — | |
| UNetAcceleration rate=4x, Supervision type=supervised2025.03 | 28.52 | 0.89 | 1.6 |