PET Image Denoising on D1 in-distribution (test)
51.63PSNR (DRF=2)U-TTT
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| U-TTTParams (M)=10.20, FLOPs (G)=43.522026.06 | 51.63 | 50.01 | 48.02 | 45.96 | 48.91 | 98.23 | 97.41 | 96.21 | 94.98 | 96.71 | 0.0903 | 0.1178 | 0.1583 | 0.2278 | 0.1486 | |
| VQPETParams (M)=106.34, FLOPs (G)=439.992026.06 | 50.72 | 49.31 | 47.31 | 45.08 | 48.11 | 98.01 | 97.23 | 95.95 | 94.51 | 96.43 | 0.1107 | 0.1291 | 0.1801 | 0.2359 | 0.164 | |
| Spach TransformerParams (M)=19.22, FLOPs (G)=163.382026.06 | 50.52 | 49.18 | 47.21 | 44.79 | 47.93 | 97.66 | 97.09 | 95.71 | 94.08 | 96.14 | 0.1352 | 0.1528 | 0.1943 | 0.2555 | 0.1845 | |
| 3D DDPMParams (M)=209.63, FLOPs (G)=2600444.692026.06 | 50.23 | 48.71 | 47.32 | 44.87 | 47.78 | 97.91 | 97.12 | 95.88 | 93.57 | 96.12 | 0.1152 | 0.1372 | 0.1834 | 0.2437 | 0.1699 | |
| DRMCParams (M)=0.54, FLOPs (G)=137.382026.06 | 50.11 | 48.96 | 47.13 | 44.63 | 47.71 | 97.83 | 97.01 | 95.53 | 93.91 | 96.07 | 0.1496 | 0.1687 | 0.2057 | 0.2769 | 0.2002 | |
| 3D-cGANParams (M)=53.62, FLOPs (G)=12.112026.06 | 49.87 | 48.61 | 46.88 | 44.51 | 47.47 | 97.72 | 96.96 | 95.64 | 93.66 | 96 | 0.1451 | 0.1624 | 0.1987 | 0.2628 | 0.1923 |