MRI Reconstruction on fastMRI T1-8x
36.2PSNRDDPM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DDPMSupervision=Supervised2023.06 | 36.2 | 0.917 | — | |
| RGANSupervision=Supervised2023.06 | 36 | 0.927 | — | |
| D5C5Supervision=Supervised2023.06 | 35.6 | 0.926 | — | |
| self-DDPMSupervision=Self-supervised2023.06 | 35.4 | 0.933 | — | |
| SSDiffReconSupervision=Self-supervised2023.06 | 35.1 | 0.933 | — | |
| Self-RGANSupervision=Self-supervised2023.06 | 35 | 0.924 | — | |
| DMSM (Fully supervised)# Parameters=0.8M2025.03 | 34.83 | 96.6 | 0.29 | |
| self-D5C5Supervision=Self-supervised2023.06 | 34.8 | 0.905 | — | |
| DMSM# Parameters=0.8M2025.03 | 34.63 | 95.6 | 0.35 | |
| SSAD-MRI# Parameters=4.5M2025.03 | 34.58 | 94.9 | 0.44 | |
| SSDiff# Parameters=3.3M2025.03 | 34.57 | 94.3 | 0.49 | |
| DMSM (single-path)# Parameters=0.8M2025.03 | 33.66 | 94.8 | 0.5 | |
| PSFNet# Parameters=8.5M2025.03 | 33.62 | 93.5 | 1.03 | |
| D5C5# Parameters=0.3M2025.03 | 31.24 | 94.5 | 1.7 | |
| self-D5C5# Parameters=0.3M2025.03 | 30.85 | 92.5 | 2.56 | |
| RsGAN# Parameters=11.3M2025.03 | 30.49 | 91.3 | 1.63 | |
| UNet# Parameters=1.34M2025.03 | 27.5 | 87.5 | 3.6 |