Gaussian Image Denoising on CBSD68 (PSNR, SSIM, LPIPS)
33.67PSNROurs
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OursNoise Level (σ)=15, Params=0.125, FLOPs=2.9122026.06 | 33.67 | 0.9309 | — | |
| XformerNoise Level (σ)=15, Params=25.12, FLOPs=143.082026.06 | 33.47 | 0.9203 | — | |
| DeamNetNoise Level (σ)=15, Params=1.876, FLOPs=145.82026.06 | 33.43 | 0.9295 | — | |
| DRANetNoise Level (σ)=15, Params=1.618, FLOPs=592.332026.06 | 33.18 | 0.9244 | — | |
| MSANetNoise Level (σ)=15, Params=7.997, FLOPs=35.352026.06 | 33.1 | 0.9143 | — | |
| OursNoise Level (σ)=25, Params=0.125, FLOPs=2.9122026.06 | 30.95 | 0.8861 | — | |
| MSANetNoise Level (σ)=25, Params=7.997, FLOPs=35.352026.06 | 30.67 | 0.8693 | — | |
| DeamNetNoise Level (σ)=25, Params=1.876, FLOPs=145.82026.06 | 30.57 | 0.8832 | — | |
| XformerNoise Level (σ)=25, Params=25.12, FLOPs=143.082026.06 | 30.53 | 0.8586 | — | |
| DRANetNoise Level (σ)=25, Params=1.618, FLOPs=592.332026.06 | 30.39 | 0.8774 | — | |
| DMID-dNoise Level=502023.07 | 28.69 | 0.9029 | 0.162 | |
| ARTNoise Level=502023.07 | 28.63 | 0.9015 | 0.173 | |
| RestormerNoise Level=502023.07 | 28.59 | 0.9011 | 0.177 | |
| DRUNetNoise Level=502023.07 | 28.51 | 0.8991 | 0.183 | |
| DnCNNNoise Level=502023.07 | 27.84 | 0.8844 | 0.226 | |
| XformerNoise Level (σ)=50, Params=25.12, FLOPs=143.082026.06 | 27.45 | 0.7852 | — | |
| OursNoise Level (σ)=50, Params=0.125, FLOPs=2.9122026.06 | 27.42 | 0.7936 | — | |
| DRANetNoise Level (σ)=50, Params=1.618, FLOPs=592.332026.06 | 27.16 | 0.7896 | — | |
| DeamNetNoise Level (σ)=50, Params=1.876, FLOPs=145.82026.06 | 27.06 | 0.7943 | — | |
| MSANetNoise Level (σ)=50, Params=7.997, FLOPs=35.352026.06 | 27.05 | 0.7725 | — | |
| DMID-pNoise Level=502023.07 | 26.63 | 0.8605 | 0.122 | |
| DMID-dNoise Level=1002023.07 | 25.96 | 0.8413 | 0.283 | |
| ARTNoise Level=1002023.07 | 25.86 | 0.8376 | 0.295 | |
| RestormerNoise Level=1002023.07 | 25.84 | 0.8389 | 0.291 | |
| DRUNetNoise Level=1002023.07 | 25.76 | 0.8357 | 0.308 | |
| DnCNNNoise Level=1002023.07 | 25.06 | 0.809 | 0.365 | |
| DMID-dNoise Level=1502023.07 | 24.54 | 0.8001 | 0.361 | |
| RestormerNoise Level=1502023.07 | 24.41 | 0.798 | 0.367 | |
| ARTNoise Level=1502023.07 | 24.41 | 0.7945 | 0.38 | |
| DRUNetNoise Level=1502023.07 | 24.32 | 0.7932 | 0.395 | |
| DMID-pNoise Level=1002023.07 | 23.94 | 0.784 | 0.208 | |
| DnCNNNoise Level=1502023.07 | 23.58 | 0.7555 | 0.449 | |
| DMID-dNoise Level=2002023.07 | 23.57 | 0.7686 | 0.392 | |
| RestormerNoise Level=2002023.07 | 23.47 | 0.7682 | 0.426 | |
| ARTNoise Level=2002023.07 | 23.44 | 0.7623 | 0.447 | |
| DRUNetNoise Level=2002023.07 | 23.36 | 0.7616 | 0.464 | |
| DMID-dNoise Level=2502023.07 | 22.88 | 0.7462 | 0.455 | |
| RestormerNoise Level=2502023.07 | 22.77 | 0.7451 | 0.475 | |
| ARTNoise Level=2502023.07 | 22.72 | 0.7364 | 0.5 | |
| DRUNetNoise Level=2502023.07 | 22.64 | 0.7368 | 0.519 | |
| DnCNNNoise Level=2002023.07 | 22.56 | 0.7131 | 0.514 | |
| DMID-pNoise Level=1502023.07 | 22.47 | 0.7314 | 0.264 | |
| DnCNNNoise Level=2502023.07 | 21.8 | 0.6773 | 0.558 | |
| DMID-pNoise Level=2002023.07 | 21.37 | 0.6842 | 0.312 | |
| DMID-pNoise Level=2502023.07 | 20.87 | 0.6701 | 0.289 |