Image Denoising on BSD300
40.9PSNR (dB)CNN with Median Layers
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CNN with Median LayersNoise level=30%2019.08 | 40.9 | — | |
| Noise2NoiseNoise level=30%2019.08 | 39.83 | — | |
| CNN with Median LayersNoise level=50%2019.08 | 37.28 | — | |
| CNN with Median LayersNoise level=70%2019.08 | 32.4 | — | |
| N2CNoise Level=σε [5, 50], Supervision=Full2021.01 | 31.07 | 0.866 | |
| N2NNoise Level=σε [5, 50], Supervision=Blind2021.01 | 31.07 | 0.866 | |
| N2CNoise Type=Gaussian (sigma in [5, 50])2022.03 | 31.07 | 0.866 | |
| N2NNoise Type=Gaussian (sigma in [5, 50])2022.03 | 31.07 | 0.866 | |
| N2CNoise Level=σ = 25, Supervision=Full2021.01 | 31.05 | 0.879 | |
| N2CNoise Type=Gaussian (sigma=25)2022.03 | 31.05 | 0.879 | |
| N2NNoise Level=σ = 25, Supervision=Blind2021.01 | 31.04 | 0.878 | |
| N2NNoise Type=Gaussian (sigma=25)2022.03 | 31.04 | 0.878 | |
| Laine19-pmeNoise Level=σ = 25, Post-processing=Posterior Mean Estimation2021.01 | 30.99 | 0.877 | |
| Laine19-pmeNoise Type=Gaussian (sigma=25)2022.03 | 30.99 | 0.877 | |
| Laine19-pmeNoise Level=σε [5, 50], Post-processing=Posterior Mean Estimation2021.01 | 30.95 | 0.861 | |
| Laine19-pmeNoise Type=Gaussian (sigma in [5, 50])2022.03 | 30.95 | 0.861 | |
| R2RNoise Type=Gaussian (sigma=25)2022.03 | 30.91 | 0.872 | |
| NLSF-CNNNoise level=30%2019.08 | 30.87 | — | |
| Blind2UnblindNoise Type=Gaussian (sigma=25)2022.03 | 30.87 | 0.872 | |
| Blind2UnblindNoise Type=Gaussian (sigma in [5, 50])2022.03 | 30.86 | 0.861 | |
| Neighbor2NeighborNoise Level=σ = 252021.01 | 30.79 | 0.873 | |
| NBR2NBRNoise Type=Gaussian (sigma=25)2022.03 | 30.79 | 0.873 | |
| Neighbor2NeighborNoise Level=σε [5, 50]2021.01 | 30.73 | 0.861 | |
| NBR2NBRNoise Type=Gaussian (sigma in [5, 50])2022.03 | 30.73 | 0.861 | |
| CBM3DNoise Level=σε [5, 50]2021.01 | 30.56 | 0.847 | |
| CBM3DNoise Type=Gaussian (sigma in [5, 50])2022.03 | 30.56 | 0.847 | |
| R2RNoise Type=Gaussian (sigma in [5, 50])2022.03 | 30.56 | 0.855 | |
| CBM3DNoise Level=σ = 252021.01 | 30.48 | 0.861 | |
| CBM3DNoise Type=Gaussian (sigma=25)2022.03 | 30.48 | 0.861 | |
| N2CNoise Type=Poisson (lambda=30)2022.03 | 30.36 | 0.868 | |
| N2NNoise Type=Poisson (lambda=30)2022.03 | 30.35 | 0.868 | |
| Laine19-pmeNoise Type=Poisson (lambda=30)2022.03 | 30.25 | 0.866 | |
| Blind2UnblindNoise Type=Poisson (lambda=30)2022.03 | 30.25 | 0.862 | |
| NBR2NBRNoise Type=Poisson (lambda=30)2022.03 | 30.1 | 0.863 | |
| NLSFNoise level=30%2019.08 | 30.01 | — | |
| DBANoise level=30%2019.08 | 29.92 | — | |
| Blind2UnblindNoise Type=Poisson (lambda in [5, 50])2022.03 | 29.92 | 0.852 | |
| Self2SelfNoise Level=σε [5, 50]2021.01 | 29.87 | 0.841 | |
| Self2SelfNoise Type=Gaussian (sigma in [5, 50])2022.03 | 29.87 | 0.841 | |
| Self2SelfNoise Level=σ = 252021.01 | 29.86 | 0.849 | |
| Self2SelfNoise Type=Gaussian (sigma=25)2022.03 | 29.86 | 0.849 | |
| DBSNNoise Level=σ = 252021.01 | 29.8 | 0.839 | |
| DBSNNoise Type=Gaussian (sigma=25)2022.03 | 29.8 | 0.839 | |
| N2CNoise Type=Poisson (lambda in [5, 50])2022.03 | 29.79 | 0.848 | |
| N2NNoise Type=Poisson (lambda in [5, 50])2022.03 | 29.78 | 0.848 | |
| NLSF-MLPNoise level=30%2019.08 | 29.77 | — | |
| Laine19-pmeNoise Type=Poisson (lambda in [5, 50])2022.03 | 29.57 | 0.841 | |
| NBR2NBRNoise Type=Poisson (lambda in [5, 50])2022.03 | 29.54 | 0.843 | |
| R2RNoise Type=Poisson (lambda=30)2022.03 | 29.47 | 0.811 | |
| N2VNoise Level=σ = 252021.01 | 29.34 | 0.824 | |
| N2VNoise Type=Gaussian (sigma=25)2022.03 | 29.34 | 0.824 | |
| Noisier2NoiseNoise Level=σ = 252021.01 | 29.32 | 0.833 | |
| Noisier2NoiseNoise Type=Gaussian (sigma=25)2022.03 | 29.32 | 0.833 | |
| N2VNoise Level=σε [5, 50]2021.01 | 29.31 | 0.801 | |
| N2VNoise Type=Gaussian (sigma in [5, 50])2022.03 | 29.31 | 0.801 | |
| AnscombeNoise Type=Poisson (lambda=30)2022.03 | 29.18 | 0.842 | |
| Self2SelfNoise Type=Poisson (lambda=30)2022.03 | 28.93 | 0.84 | |
| R2RNoise Type=Poisson (lambda in [5, 50])2022.03 | 28.68 | 0.771 | |
| Laine19-muNoise Level=σ = 25, Post-processing=None2021.01 | 28.62 | 0.803 | |
| Laine19-muNoise Type=Gaussian (sigma=25)2022.03 | 28.62 | 0.803 | |
| N2VNoise Type=Poisson (lambda=30)2022.03 | 28.46 | 0.798 | |
| Laine19-muNoise Level=σε [5, 50], Post-processing=None2021.01 | 28.43 | 0.794 | |
| Laine19-muNoise Type=Gaussian (sigma in [5, 50])2022.03 | 28.43 | 0.794 | |
| DBSNNoise Level=σε [5, 50]2021.01 | 28.34 | 0.788 | |
| DBSNNoise Type=Gaussian (sigma in [5, 50])2022.03 | 28.34 | 0.788 | |
| Laine19-muNoise Type=Poisson (lambda=30)2022.03 | 28.25 | 0.794 | |
| AnscombeNoise Type=Poisson (lambda in [5, 50])2022.03 | 28.22 | 0.815 | |
| DBSNNoise Type=Poisson (lambda=30)2022.03 | 28.19 | 0.79 | |
| Self2SelfNoise Type=Poisson (lambda in [5, 50])2022.03 | 28.15 | 0.817 | |
| N2VNoise Type=Poisson (lambda in [5, 50])2022.03 | 27.92 | 0.766 | |
| Laine19-muNoise Type=Poisson (lambda in [5, 50])2022.03 | 27.89 | 0.778 | |
| DBSNNoise Type=Poisson (lambda in [5, 50])2022.03 | 27.81 | 0.771 | |
| DIPNoise Level=σ = 252021.01 | 26.38 | 0.708 | |
| DBANoise level=50%2019.08 | 26.32 | — | |
| DIPNoise Level=σε [5, 50]2021.01 | 25.89 | 0.687 | |
| NASNLMNoise level=30%2019.08 | 25.74 | — | |
| DBANoise level=70%2019.08 | 22.81 | — | |
| PARIGINoise level=30%2019.08 | 12.04 | — |