MRI Reconstruction on fastMRI T2-8x
34.96PSNRDMSM (Fully supervised)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DMSM (Fully supervised)# Parameters=0.8M2025.03 | 34.96 | 94.9 | 0.3 | |
| DDPMSupervision=Supervised2023.06 | 34.5 | 93 | — | |
| D5C5Supervision=Supervised2023.06 | 34.3 | 94 | — | |
| self-DDPMSupervision=Self-supervised2023.06 | 34.3 | 94.2 | — | |
| Self-RGANSupervision=Self-supervised2023.06 | 34 | 93.4 | — | |
| DMSM# Parameters=0.8M2025.03 | 33.88 | 93.9 | 0.46 | |
| RGANSupervision=Supervised2023.06 | 33.8 | 93.1 | — | |
| self-D5C5Supervision=Self-supervised2023.06 | 33.8 | 93 | — | |
| DMSM (single-path)# Parameters=0.8M2025.03 | 33.74 | 93.3 | 0.5 | |
| SSDiffReconSupervision=Self-supervised2023.06 | 33.7 | 93.8 | — | |
| SSAD-MRI# Parameters=4.5M2025.03 | 33.66 | 93 | 0.52 | |
| D5C5# Parameters=0.3M2025.03 | 33.54 | 93 | 0.52 | |
| PSFNet# Parameters=11.3M2025.03 | 33.49 | 91.6 | 0.63 | |
| SSDiff# Parameters=3.3M2025.03 | 33.34 | 92.5 | 0.54 | |
| RsGAN# Parameters=8.5M2025.03 | 31.57 | 91.8 | 0.71 | |
| self-D5C5# Parameters=0.3M2025.03 | 30.85 | 87.9 | 1.63 | |
| UNet# Parameters=1.34M2025.03 | 28.17 | 88.3 | 1.01 |