Image Denoising on Set12
42.85PSNRSupervised baseline
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Supervised baselineNoise Level=10%2026.05 | 42.85 | 99.67 | — | |
| Refined IMFNoise Level=10%2026.05 | 41.66 | 99.55 | — | |
| Refined MFNoise Level=10%2026.05 | 41.6 | 99.55 | — | |
| Supervised baselineNoise Level=30%2026.05 | 36.75 | 98.76 | — | |
| IMFNoise Level=10%2026.05 | 36.45 | 99.15 | — | |
| Refined IMFNoise Level=30%2026.05 | 36.04 | 98.47 | — | |
| Refined MFNoise Level=30%2026.05 | 34.78 | 98.32 | — | |
| Supervised baselineNoise Level=50%2026.05 | 33.55 | 97.51 | — | |
| vHeatIRsigma=152024.05 | 33.37 | — | — | |
| SwinIR+sigma=152024.05 | 33.33 | — | — | |
| DRUNetsigma=152024.05 | 33.25 | — | — | |
| MWCNNσ=152018.05 | 33.15 | 90.88 | — | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=House2023.06 | 33 | 86 | 4 | |
| DnCNNσ=152018.05 | 32.86 | 90.27 | — | |
| DnCNNsigma=152024.05 | 32.86 | — | — | |
| IRCNNσ=152018.05 | 32.77 | 90.08 | — | |
| Refined IMFNoise Level=50%2026.05 | 32.53 | 96.73 | — | |
| TNRDσ=152018.05 | 32.5 | 89.62 | — | |
| BM3Dσ=152018.05 | 32.37 | 89.52 | — | |
| IMFNoise Level=30%2026.05 | 31.61 | 97.23 | — | |
| Refined MFNoise Level=50%2026.05 | 31.61 | 95.39 | — | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=House2023.06 | 31.4 | 79 | 5.1 | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=Lena2023.06 | 30.9 | 88 | 5 | |
| MWCNNσ=252018.05 | 30.79 | 87.11 | — | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=Pepper2023.06 | 30.7 | 88 | 5.3 | |
| DnCNNσ=252018.05 | 30.44 | 86.18 | — | |
| IRCNNσ=252018.05 | 30.38 | 86.01 | — | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=Monarch2023.06 | 30.3 | 92 | 5.3 | |
| TNRDσ=252018.05 | 30.05 | 85.15 | — | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=Cameraman2023.06 | 30 | 87 | 5.1 | |
| BM3Dσ=252018.05 | 29.97 | 85.05 | — | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=Lena2023.06 | 29.9 | 82 | 6 | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=Avg.2023.06 | 29.8 | 86 | 5.8 | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=Pepper2023.06 | 29.6 | 82 | 6.2 | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=Monarch2023.06 | 29.6 | 87 | 6 | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=Parrot2023.06 | 29.5 | 86 | 5.8 | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=Fishstar2023.06 | 29.4 | 87 | 6.3 | |
| Median Filters (MF)Noise Level=10%2026.05 | 29.12 | 93.21 | — | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=Cameraman2023.06 | 29.1 | 81 | 6.3 | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=Airplane2023.06 | 29.1 | 87 | 5.8 | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=Ship2023.06 | 29 | 83 | 6.4 | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=Avg.2023.06 | 29 | 82 | 6.6 | |
| IMFNoise Level=50%2026.05 | 28.93 | 94.7 | — | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=Man2023.06 | 28.8 | 81 | 6.7 | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=Fishstar2023.06 | 28.7 | 85 | 7 | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=Parrot2023.06 | 28.7 | 81 | 6.7 | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=Couple2023.06 | 28.7 | 83 | 6.8 | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=Airplane2023.06 | 28.6 | 84 | 6.4 | |
| DnCNNNoise Type=Gaussian, Noise Level=25, Image=Barbara2023.06 | 28.5 | 83 | 6.9 | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=Ship2023.06 | 28.3 | 79 | 7.2 | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=Man2023.06 | 28.2 | 78 | 7.4 | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=Barbara2023.06 | 28.1 | 82 | 7.3 | |
| DnCNNNoise Type=Adversarial, Attack=denoising-PGD, Noise Level=25, Perturbation (ε)=0.012, Iteration Steps=5, Image=Couple2023.06 | 27.9 | 79 | 7.7 | |
| MWCNNσ=502018.05 | 27.74 | 80.56 | — | |
| MemNetσ=502018.05 | 27.38 | 79.31 | — | |
| RED30σ=502018.05 | 27.34 | 78.97 | — | |
| DnCNNσ=502018.05 | 27.18 | 78.27 | — | |
| IRCNNσ=502018.05 | 27.14 | 78.04 | — | |
| TNRDσ=502018.05 | 26.82 | 76.77 | — | |
| BM3Dσ=502018.05 | 26.72 | 76.76 | — | |
| Median Filters (MF)Noise Level=30%2026.05 | 24.94 | 85.92 | — | |
| Median Filters (MF)Noise Level=50%2026.05 | 22.89 | 80.09 | — |