Image Denoising on W2S
94.6SSIM (Average)QWD-GAN
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| QWD-GAN2025.09 | 94.6 | 93.4 | 94.1 | 94.9 | 95.8 | 0.938 | 0.942 | 0.953 | 0.976 | 0.952 | 32.305 | 35.349 | 38.145 | 41.561 | 36.841 | |
| RDDM2025.09 | 93.1 | 91.5 | 92.6 | 93.4 | 94.8 | 0.851 | 0.873 | 0.883 | 0.889 | 0.874 | 31.438 | 33.453 | 34.469 | 35.556 | 33.729 | |
| N2V2025.09 | 91.8 | 89 | 91.1 | 93.2 | 94.1 | 0.801 | 0.836 | 0.903 | 0.912 | 0.863 | 29.276 | 30.571 | 31.359 | 32.986 | 31.048 | |
| N2N2025.09 | 91.5 | 88.7 | 90.3 | 92.4 | 94.6 | 0.827 | 0.841 | 0.866 | 0.879 | 0.853 | 30.565 | 34.754 | 36.886 | 38.445 | 35.162 | |
| DnCNN2025.09 | 88.7 | 85.6 | 87.6 | 89.6 | 92.2 | 0.726 | 0.754 | 0.785 | 0.803 | 0.767 | 27.561 | 29.533 | 32.215 | 35.269 | 31.144 | |
| RIDNet2025.09 | 88 | 85.7 | 87.5 | 88.6 | 90.2 | 0.705 | 0.734 | 0.765 | 0.809 | 0.753 | 28.581 | 30.573 | 33.044 | 35.328 | 31.881 | |
| BM3D2025.09 | 85.1 | 79.8 | 85.3 | 86.7 | 88.5 | 1.218 | 1.186 | 1.169 | 1.154 | 1.182 | 22.415 | 27.556 | 31.997 | 32.936 | 28.726 | |
| QWD-GANCategory=Self-supervised2025.09 | 0.934 | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.3 | |
| P2G-UCategory=Self-Supervised2026.06 | 0.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | 35.44 | |
| UNetCategory=Supervised2026.06 | 0.909 | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.94 | |
| CVF-SIDCategory=Self-supervised2025.09 | 0.907 | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.86 | |
| LUD-VAECategory=Self-supervised2025.09 | 0.905 | — | — | — | — | — | — | — | — | — | — | — | — | — | 30.99 | |
| VST-BM3DCategory=Classical2026.06 | 0.904 | — | — | — | — | — | — | — | — | — | — | — | — | — | 33.19 | |
| RestormerCategory=Supervised2026.06 | 0.904 | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.71 | |
| N2NCategory=Self-Supervised2026.06 | 0.902 | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.74 | |
| N2NbrCategory=Self-Supervised2026.06 | 0.892 | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.04 | |
| AMSNetCategory=Self-Supervised2026.06 | 0.876 | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.75 | |
| NAFNetCategory=Supervised2026.06 | 0.875 | — | — | — | — | — | — | — | — | — | — | — | — | — | 33.98 | |
| P2G-NAFCategory=Self-Supervised2026.06 | 0.875 | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.27 | |
| B2UBCategory=Self-Supervised2026.06 | 0.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | 30.99 | |
| N2N-NAFCategory=Self-Supervised2026.06 | 0.868 | — | — | — | — | — | — | — | — | — | — | — | — | — | 33.78 | |
| ScoreDVICategory=Zero-shot2025.09 | 0.867 | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.77 | |
| NN+denoisingCategory=Zero-shot2025.09 | 0.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.66 | |
| blind-spot denoisingCategory=Zero-shot2025.09 | 0.859 | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.88 | |
| N2VCategory=Self-Supervised2026.06 | 0.859 | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.92 | |
| MASHCategory=Zero-shot2025.09 | 0.853 | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.71 | |
| PD-denoisingCategory=Zero-shot2025.09 | 0.852 | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.62 | |
| APBSN-singleCategory=Zero-shot2025.09 | 0.852 | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.67 | |
| SDAPCategory=Self-Supervised2026.06 | 0.843 | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.32 | |
| DnCNNCategory=Supervised2026.06 | 0.836 | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.41 | |
| MASHCategory=Self-Supervised2026.06 | 0.833 | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.46 | |
| Self2SelfCategory=Zero-shot2025.09 | 0.826 | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.52 | |
| PURE-LETCategory=Classical2026.06 | 0.826 | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.97 | |
| DIPCategory=Zero-shot2025.09 | 0.812 | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.61 | |
| SA-SSLCategory=Self-Supervised2026.06 | 0.797 | — | — | — | — | — | — | — | — | — | — | — | — | — | 31.17 |