Image Denoising on Urban100
37.41PSNRMRPNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRPNet2026.04 | 37.41 | 0.889 | |
| MAXIM2026.04 | 36.85 | 0.905 | |
| RDN+Noise level (sigma)=102018.12 | 36.75 | — | |
| RDNNoise level (sigma)=102018.12 | 36.69 | — | |
| MatRes2026.04 | 36.64 | 0.875 | |
| DnCNNNoise level (sigma)=102018.12 | 36.21 | — | |
| CBM3DNoise level (sigma)=102018.12 | 36 | — | |
| IRCNNNoise level (sigma)=102018.12 | 35.81 | — | |
| FFDNetNoise level (sigma)=102018.12 | 35.77 | — | |
| RDN+Noise Level=102018.12 | 35.45 | — | |
| RDNNoise Level=102018.12 | 35.41 | — | |
| ATD-Usigma=152026.03 | 35.37 | — | |
| SwinFIRsigma=152022.08 | 35.34 | — | |
| Xformersigma=152026.03 | 35.29 | — | |
| SCUNetNoise Level=152022.03 | 35.18 | — | |
| SCUNetsigma=152026.03 | 35.18 | — | |
| KBNetsigma=15, MACs=69G2026.01 | 35.15 | — | |
| SwinIRsigma=152022.08 | 35.13 | — | |
| SwinIRNoise Level=152022.03 | 35.13 | — | |
| RestormerNoise Level=152022.03 | 35.13 | — | |
| SwinIRsigma=15, MACs=759G2026.01 | 35.13 | — | |
| Restormersigma=15, MACs=141G2026.01 | 35.13 | — | |
| SwinIRsigma=152026.03 | 35.13 | — | |
| Restormersigma=152026.03 | 35.13 | — | |
| AFM2026.04 | 35.07 | 0.79 | |
| WholeCondense Ratio=-2025.05 | 35.04 | 0.9516 | |
| IDCCondense Ratio=1%2025.05 | 35 | 0.9506 | |
| UniformCondense Ratio=10%2025.05 | 34.99 | 0.951 | |
| AdaIRNoise level (sigma)=152024.03 | 34.96 | 0.953 | |
| REDNoise Level=102018.12 | 34.91 | — | |
| ClearAIRNoise level (sigma)=15, Setting=Single-task2026.01 | 34.84 | — | |
| DRUNetNoise Level=152022.03 | 34.81 | — | |
| DRUNetsigma=15, MACs=144G2026.01 | 34.81 | — | |
| DRUNetsigma=152026.03 | 34.81 | — | |
| PromptIRNoise level (sigma)=152024.03 | 34.77 | 0.952 | |
| PromptIRNoise level (sigma)=15, Setting=Single-task2026.01 | 34.77 | — | |
| DnCNNNoise Level=102018.12 | 34.73 | — | |
| IRCNNNoise Level=102018.12 | 34.6 | — | |
| REDNoise level (sigma)=102018.12 | 34.59 | — | |
| ADFNetNoise level (sigma)=15, Setting=Single-task2026.01 | 34.5 | — | |
| BM3DNoise Level=102018.12 | 34.47 | — | |
| FFDNetNoise Level=102018.12 | 34.45 | — | |
| BRDNetNoise Level=152022.03 | 34.42 | — | |
| BRDNetNoise level (sigma)=152024.03 | 34.42 | 0.946 | |
| AirNetNoise level (sigma)=152024.03 | 34.4 | 0.949 | |
| AirNetNoise level (sigma)=15, Setting=Single-task2026.01 | 34.4 | — | |
| CBM3DNoise level (sigma)=152024.03 | 33.93 | 0.941 | |
| BM3Dsigma=152026.03 | 33.93 | — | |
| FSNetNoise level (sigma)=15, Setting=Single-task2026.01 | 33.88 | — | |
| FFDNetNoise Level=152022.03 | 33.83 | — | |
| FFDNetNoise level (sigma)=152024.03 | 33.83 | 0.942 | |
| FFDNetNoise level (sigma)=15, Setting=Single-task2026.01 | 33.83 | — | |
| FFDNetsigma=152026.03 | 33.83 | — | |
| IDRNoise level (sigma)=15, Setting=Single-task2026.01 | 33.82 | — | |
| TNRDNoise Level=102018.12 | 33.78 | — | |
| IRCNNsigma=152026.03 | 33.78 | — | |
| RestormerNoise level (sigma)=15, Setting=Single-task2026.01 | 33.72 | — | |
| DGUNetNoise level (sigma)=15, Setting=Single-task2026.01 | 33.67 | — | |
| TNRDNoise level (sigma)=102018.12 | 33.6 | — | |
| Noise2VSTNoise level (sigma)=152026.03 | 33.58 | 0.9253 | |
| Noise2VSTsigma=15, Training dataset=BSD5002026.03 | 33.58 | 0.9253 | |
| ATD-Usigma=252026.03 | 33.28 | — | |
| Xformersigma=252026.03 | 33.21 | — | |
| MWCNNσ=152018.05 | 33.17 | 0.9357 | |
| RestormerNoise level (sigma)=152026.03 | 33.16 | 0.9229 | |
| Restormersigma=15, Training dataset=BSD5002026.03 | 33.16 | 0.9229 | |
| NAFNetNoise level (sigma)=15, Setting=Single-task2026.01 | 33.14 | — | |
| SCUNetNoise Level=252022.03 | 33.03 | — | |
| SCUNetsigma=252026.03 | 33.03 | — | |
| DnCNNNoise Level=152022.03 | 32.98 | — | |
| DnCNNNoise level (sigma)=152024.03 | 32.98 | 0.931 | |
| DnCNNNoise level (sigma)=15, Setting=Single-task2026.01 | 32.98 | — | |
| DnCNNsigma=15, MACs=37G2026.01 | 32.98 | — | |
| DnCNNsigma=152026.03 | 32.98 | — | |
| RestormerNoise Level=252022.03 | 32.96 | — | |
| Restormersigma=25, MACs=141G2026.01 | 32.96 | — | |
| KBNetsigma=25, MACs=69G2026.01 | 32.96 | — | |
| Restormersigma=252026.03 | 32.96 | — | |
| SwinIRNoise Level=252022.03 | 32.9 | — | |
| SwinIRsigma=25, MACs=759G2026.01 | 32.9 | — | |
| SwinIRsigma=252026.03 | 32.9 | — | |
| AdaIRNoise level (sigma)=252024.03 | 32.74 | 0.931 | |
| DnCNNσ=152018.05 | 32.67 | 0.925 | |
| DnCNNNoise level (sigma)=152026.03 | 32.65 | 0.9199 | |
| DnCNNsigma=15, Training dataset=BSD5002026.03 | 32.65 | 0.9199 | |
| DRUNetNoise Level=252022.03 | 32.6 | — | |
| DRUNetsigma=252026.03 | 32.6 | — | |
| ClearAIRNoise level (sigma)=25, Setting=Single-task2026.01 | 32.54 | — | |
| IRCNNσ=152018.05 | 32.49 | 0.9244 | |
| PromptIRNoise level (sigma)=252024.03 | 32.49 | 0.929 | |
| PromptIRNoise level (sigma)=25, Setting=Single-task2026.01 | 32.49 | — | |
| BM3Dσ=152018.05 | 32.34 | 0.922 | |
| TAPENoise level (sigma)=15, Setting=Single-task2026.01 | 32.19 | — | |
| ADFNetNoise level (sigma)=25, Setting=Single-task2026.01 | 32.13 | — | |
| AirNetNoise level (sigma)=252024.03 | 32.1 | 0.924 | |
| AirNetNoise level (sigma)=25, Setting=Single-task2026.01 | 32.1 | — | |
| BRDNetNoise Level=252022.03 | 31.99 | — | |
| BRDNetNoise level (sigma)=252024.03 | 31.99 | 0.919 | |
| RNANsigma=25, MACs=496G2026.01 | 31.99 | — | |
| TNRDσ=152018.05 | 31.98 | 0.9187 |