MRI Reconstruction on IXI T1 contrast (test)
42.3PSNRSSDiffRecon
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SSDiffReconAcceleration factor (R)=4, Supervision Level=Self-supervised, Number of backward diffusion steps=52023.06 | 42.3 | 99.3 | — | |
| DMSM (Fully supervised)Acceleration rate=4x, Supervision type=fully supervised2025.03 | 40.15 | 98.8 | 0.12 | |
| DMSMAcceleration rate=4x, Supervision type=self-supervised, Path configuration=multi-path2025.03 | 40.04 | 98.9 | 0.19 | |
| DDPMAcceleration factor (R)=4, Supervision Level=Supervised, Number of backward diffusion steps=10002023.06 | 39.4 | 98.8 | — | |
| Self-D5C5Acceleration factor (R)=4, Supervision Level=Self-supervised2023.06 | 39.3 | 98.4 | — | |
| SSDiffAcceleration rate=4x, Supervision type=self-supervised2025.03 | 39.28 | 98 | 0.31 | |
| DMSM (single-path)Acceleration rate=4x, Supervision type=self-supervised, Path configuration=single-path2025.03 | 39.1 | 98 | 0.27 | |
| SSAD-MRIAcceleration rate=4x, Supervision type=self-supervised2025.03 | 39.02 | 97.9 | 0.3 | |
| PSFNetAcceleration rate=4x, Supervision type=self-supervised2025.03 | 38.95 | 97.3 | 0.42 | |
| D5C5Acceleration rate=4x, Supervision type=supervised2025.03 | 38.64 | 97.8 | 0.37 | |
| RsGANAcceleration rate=4x, Supervision type=supervised2025.03 | 37.84 | 96.9 | 0.55 | |
| self-D5C5Acceleration rate=4x, Supervision type=self-supervised2025.03 | 37.69 | 97.2 | 0.4 | |
| D5C5Acceleration factor (R)=4, Supervision Level=Supervised2023.06 | 37.1 | 97.1 | — | |
| self-RGANAcceleration factor (R)=4, Supervision Level=Self-supervised2023.06 | 36.9 | 97.9 | — | |
| RGANAcceleration factor (R)=4, Supervision Level=Supervised2023.06 | 36.8 | 97.6 | — | |
| SSDiffReconAcceleration factor (R)=8, Supervision Level=Self-supervised, Number of backward diffusion steps=52023.06 | 34.6 | 97.9 | — | |
| self-DDPMAcceleration factor (R)=4, Supervision Level=Self-supervised, Number of backward diffusion steps=10002023.06 | 33.6 | 92.7 | — | |
| DDPMAcceleration factor (R)=8, Supervision Level=Supervised, Number of backward diffusion steps=10002023.06 | 33 | 96.8 | — | |
| Self-D5C5Acceleration factor (R)=8, Supervision Level=Self-supervised2023.06 | 32.7 | 96 | — | |
| UNetAcceleration rate=4x, Supervision type=supervised2025.03 | 32.48 | 93.4 | 0.89 | |
| RGANAcceleration factor (R)=8, Supervision Level=Supervised2023.06 | 32.3 | 95.4 | — | |
| self-RGANAcceleration factor (R)=8, Supervision Level=Self-supervised2023.06 | 31.9 | 95.9 | — | |
| D5C5Acceleration factor (R)=8, Supervision Level=Supervised2023.06 | 30.9 | 94 | — | |
| self-DDPMAcceleration factor (R)=8, Supervision Level=Self-supervised, Number of backward diffusion steps=10002023.06 | 30.1 | 90.2 | — |