Image Denoising on Kodak (test)
41.88PSNRIDR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| IDRKernel=g32021.11 | 41.88 | 0.993 | — | — | — | |
| IDRKernel=g12021.11 | 37.46 | 0.976 | — | — | — | |
| N2NNoise level (sigma)=152026.02 | 35.0567 | 0.9325 | 15.5294 | 0.076 | 2.4213 | |
| N2CNoise level (sigma)=152026.02 | 35.0344 | 0.9323 | 15.2816 | 0.071 | 2.3475 | |
| BM3DNoise level (sigma)=152026.02 | 34.3446 | 0.9292 | 30.7647 | 0.1449 | 3.2296 | |
| MPILearning Paradigm=Zero-shot2024.01 | 33.15 | 0.901 | — | — | — | |
| IDRKernel=g22021.11 | 33.1 | 0.929 | — | — | — | |
| IDRKernel=g52021.11 | 32.97 | 0.973 | — | — | — | |
| N2CNoise level (sigma)=252026.02 | 32.6731 | 0.8948 | 23.3011 | 0.1106 | 2.5141 | |
| Prompt-SIDNoise Level (sigma)=[5,50], Noise Type=Gaussian2025.02 | 32.67 | 0.876 | — | — | — | |
| N2NNoise level (sigma)=252026.02 | 32.6552 | 0.8939 | 27.6703 | 0.1223 | 2.6249 | |
| CGanDeCompressNoise level (sigma)=152026.02 | 32.6086 | 0.9115 | 12.9149 | 0.0495 | 2.6206 | |
| RestormerLearning Paradigm=Supervised, Training Noise=Gaussian σ=252024.01 | 32.52 | 0.862 | — | — | — | |
| Baseline,N2CNoise Level (sigma)=[5,50], Noise Type=Gaussian2025.02 | 32.51 | 0.875 | — | — | — | |
| Baseline,N2CNoise Level (sigma)=25, Noise Type=Gaussian2025.02 | 32.43 | 0.884 | — | — | — | |
| Prompt-SIDNoise Level (sigma)=25, Noise Type=Gaussian2025.02 | 32.41 | 0.883 | — | — | — | |
| B2UNoise Level (sigma)=[5,50], Noise Type=Gaussian2025.02 | 32.34 | 0.872 | — | — | — | |
| B2UNoise Level (sigma)=25, Noise Type=Gaussian2025.02 | 32.27 | 0.88 | — | — | — | |
| MPI (faster)Learning Paradigm=Zero-shot2024.01 | 32.26 | 0.886 | — | — | — | |
| NBR2NBRNoise Level (sigma)=[5,50], Noise Type=Gaussian2025.02 | 32.1 | 0.87 | — | — | — | |
| NBR2NBRNoise Level (sigma)=25, Noise Type=Gaussian2025.02 | 32.08 | 0.879 | — | — | — | |
| CBM3DNoise Level (sigma)=[5,50], Noise Type=Gaussian2025.02 | 32.02 | 0.86 | — | — | — | |
| B2ULearning Paradigm=Unsupervised, Training Noise=Gaussian σ=252024.01 | 31.98 | 0.859 | — | — | — | |
| Nb2NbLearning Paradigm=Unsupervised, Training Noise=Gaussian σ=252024.01 | 31.88 | 0.859 | — | — | — | |
| CBM3DNoise Level (sigma)=25, Noise Type=Gaussian2025.02 | 31.87 | 0.868 | — | — | — | |
| BM3DKernel=g12021.11 | 31.56 | 0.9 | — | — | — | |
| BM3DKernel=g32021.11 | 31.38 | 0.857 | — | — | — | |
| BM3DNoise level (sigma)=252026.02 | 31.173 | 0.8771 | 51.7303 | 0.2214 | 3.855 | |
| ZS-N2NLearning Paradigm=Zero-shot2024.01 | 31.02 | 0.834 | — | — | — | |
| CGanDeCompressNoise level (sigma)=252026.02 | 30.9462 | 0.8712 | 20.8924 | 0.0742 | 2.7188 | |
| N2VNoise Level (sigma)=[5,50], Noise Type=Gaussian2025.02 | 30.44 | 0.806 | — | — | — | |
| N2VNoise Level (sigma)=25, Noise Type=Gaussian2025.02 | 30.32 | 0.821 | — | — | — | |
| DIPLearning Paradigm=Unsupervised, Training Noise=Gaussian σ=252024.01 | 29.71 | 0.821 | — | — | — | |
| N2CNoise level (sigma)=502026.02 | 29.6663 | 0.8228 | 40.3229 | 0.1848 | 2.8118 | |
| N2NNoise level (sigma)=502026.02 | 29.5478 | 0.8201 | 42.4373 | 0.1772 | 2.5716 | |
| ZS-N2NNoise Level (sigma)=[5,50], Noise Type=Gaussian2025.02 | 29.5 | 0.767 | — | — | — | |
| DeCompressNoise level (sigma)=152026.02 | 29.4717 | 0.8494 | 36.0712 | 0.1516 | 2.5735 | |
| ZS-N2NNoise Level (sigma)=25, Noise Type=Gaussian2025.02 | 29.25 | 0.779 | — | — | — | |
| DiffDeCompressNoise level (sigma)=152026.02 | 29.2386 | 0.8441 | 15.4075 | 0.0722 | 2.2528 | |
| BM3DKernel=g22021.11 | 29.2 | 0.798 | — | — | — | |
| BM3DNoise level (sigma)=502026.02 | 28.8828 | 0.7935 | 82.7551 | 0.3307 | 5.169 | |
| IDRKernel=g42021.11 | 28.6 | 0.803 | — | — | — | |
| CGanDeCompressNoise level (sigma)=502026.02 | 28.5292 | 0.797 | 36.6453 | 0.1299 | 2.9745 | |
| DiffDeCompressNoise level (sigma)=252026.02 | 27.8702 | 0.8039 | 24.0302 | 0.1076 | 2.2421 | |
| DiffDeCompressNoise level (sigma)=502026.02 | 27.8702 | 0.8039 | 34.9944 | 0.1076 | 2.2421 | |
| DDNoise level (sigma)=152026.02 | 27.4176 | 0.7881 | 63.4353 | 0.3352 | 3.5795 | |
| BM3DKernel=g42021.11 | 27.23 | 0.742 | — | — | — | |
| DeCompressNoise level (sigma)=252026.02 | 26.8033 | 0.7647 | 65.0016 | 0.3651 | 3.1791 | |
| BM3DKernel=g52021.11 | 26.53 | 0.859 | — | — | — | |
| DDNoise level (sigma)=252026.02 | 26.495 | 0.7555 | 83.7497 | 0.421 | 3.6106 | |
| I-SIRENModel=Ours, Backbone=SIREN2025.04 | 25.59 | 0.619 | — | 0.54 | — | |
| SwinIRLearning Paradigm=Supervised, Training Noise=Gaussian σ=252024.01 | 25.06 | 0.622 | — | — | — | |
| I-WIREModel=Ours, Backbone=WIRE2025.04 | 24.76 | 0.645 | — | 0.49 | — | |
| NoisyNoise level (sigma)=152026.02 | 24.7506 | 0.6594 | 90.2527 | 0.3225 | 4.4103 | |
| I-GaussModel=Ours, Backbone=Gauss2025.04 | 24.2 | 0.612 | — | 0.533 | — | |
| DeCompressNoise level (sigma)=502026.02 | 23.9714 | 0.6544 | 130.1298 | 0.5541 | 4.2835 | |
| SIRENModel=Baseline, Backbone=SIREN2025.04 | 23.86 | 0.658 | — | 0.604 | — | |
| DDNoise level (sigma)=502026.02 | 23.7966 | 0.6506 | 137.4983 | 0.6104 | 3.8901 | |
| WIREModel=Baseline, Backbone=WIRE2025.04 | 23.32 | 0.596 | — | 0.746 | — | |
| GaussModel=Baseline, Backbone=Gauss2025.04 | 23.09 | 0.604 | — | 0.783 | — | |
| NoisyNoise level (sigma)=252026.02 | 20.4386 | 0.4701 | 157.7336 | 0.5638 | 5.7074 | |
| NoisyNoise level (sigma)=502026.02 | 14.8716 | 0.2509 | 280.5622 | 0.968 | 8.2075 |