Gaussian Denoising on BSDS300 sigma=25 sRGB
31.87PSNRMPRnet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MPRnetType=Supervised2021.11 | 31.87 | 0.897 | |
| IDRType=Unsupervised2021.11 | 31.48 | 0.89 | |
| SupervisedType=Supervised2021.11 | 31.4 | 0.889 | |
| N2N2021.11 | 31.39 | 0.889 | |
| DBSNBackbone=10x larger (97.4G FLOPS)2021.11 | 31.12 | 0.881 | |
| Noise2CleanSupervision=Supervised, train_passes=1, test_passes=12023.05 | 31.05 | 0.879 | |
| Noise2NoiseSupervision=Supervised, train_passes=1, test_passes=12023.05 | 31.04 | 0.878 | |
| Honzatko-pmeSupervision=Self-supervised, train_passes=1, test_passes=1, assumed_known_noise_model=true2023.05 | 31.02 | — | |
| DCD-NetSupervision=Self-supervised, train_passes=3, test_passes=12023.05 | 31.01 | 0.876 | |
| Laine19-pmeSupervision=Self-supervised, train_passes=4, test_passes=4, assumed_known_noise_model=true2023.05 | 30.99 | 0.877 | |
| R2RSupervision=Self-supervised, train_passes=1, test_passes=502023.05 | 30.91 | 0.872 | |
| B2UBSupervision=Self-supervised, train_passes=17, test_passes=12023.05 | 30.87 | 0.872 | |
| NBR2NBRSupervision=Self-supervised, train_passes=2, test_passes=12023.05 | 30.79 | 0.873 | |
| N2V2021.11 | 30.72 | 0.874 | |
| CBM3DSupervision=Traditional2023.05 | 30.48 | 0.861 | |
| BM3D2021.11 | 30.47 | 0.863 | |
| SwinIASupervision=Self-supervised (True BSN), train_passes=1, test_passes=1, self_implemented=true2023.05 | 29.94 | 0.853 | |
| Self2SelfSupervision=Self-supervised, train_passes=1, test_passes=502023.05 | 29.86 | 0.849 | |
| DBSNSupervision=Self-supervised, train_passes=2, test_passes=12023.05 | 29.8 | 0.839 | |
| Nr2n2021.11 | 29.57 | 0.815 | |
| Noise2SameSupervision=Self-supervised, train_passes=2, test_passes=1, self_implemented=true2023.05 | 29.5 | 0.834 | |
| Noise2VoidSupervision=Self-supervised, train_passes=1, test_passes=12023.05 | 29.34 | 0.824 | |
| Noisier2NoiseSupervision=Self-supervised, train_passes=1, test_passes=1, assumed_known_noise_model=true2023.05 | 29.32 | 0.833 | |
| Laine19Supervision=Self-supervised (True BSN), train_passes=4, test_passes=42023.05 | 28.62 | 0.803 |