Image Restoration on UIU dataset Ultra-low dose (PSNR, SSIM, NRMSE)
52.695PSNR (dB)MLP-Unet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MLP-UnetArchitecture=3D2023.11 | 52.695 | 99.99 | 0.297 | |
| Swin-UNETRArchitecture=3D2023.11 | 51.477 | 99.13 | 0.339 | |
| SS-AEGANArchitecture=3D2023.11 | 50.824 | 99.41 | 0.403 | |
| AR-GANArchitecture=3D2023.11 | 50.327 | 99.3 | 0.413 | |
| Stack-GANArchitecture=3D2023.11 | 50.039 | 99.41 | 0.419 | |
| Cycle-GANArchitecture=3D2023.11 | 49.347 | 99.24 | 0.444 | |
| 3D-cGANArchitecture=3D2023.11 | 49.086 | 99.07 | 0.462 | |
| 3D-UNetArchitecture=3D2023.11 | 47.645 | 98.1 | 0.577 | |
| Before restoration2023.11 | 43.014 | 97.02 | 1.042 |