Image Denoising on SET14
38.54PSNRMatRes
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MatRes2026.04 | 38.54 | 85 | |
| MRPNet2026.04 | 37.85 | 80.7 | |
| MAXIM2026.04 | 35.86 | 76.6 | |
| AFM2026.04 | 35.72 | 76.5 | |
| Prox-DRUNetsigma=15, Params=1.7 · 1072025.08 | 32.5 | 94.5 | |
| MFoEsigma=15, Params=1.4 · 1042025.08 | 31.96 | 94 | |
| MFoE-ℓ2sigma=15, Params=1.4 · 1042025.08 | 31.77 | 93.8 | |
| WCRR-freesigma=15, Params=1.4 · 1042025.08 | 31.76 | 93.7 | |
| WCRRsigma=15, Params=1.4 · 1042025.08 | 31.74 | 93.8 | |
| N2CNoise Type=Gaussian (sigma in [5, 50])2022.03 | 31.41 | 86.3 | |
| N2CNoise Type=Gaussian (sigma=25)2022.03 | 31.4 | 86.9 | |
| N2NNoise Type=Gaussian (sigma in [5, 50])2022.03 | 31.39 | 86.3 | |
| N2NNoise Type=Gaussian (sigma=25)2022.03 | 31.37 | 86.8 | |
| Laine19-pmeNoise Type=Gaussian (sigma=25)2022.03 | 31.36 | 86.6 | |
| R2RNoise Type=Gaussian (sigma=25)2022.03 | 31.32 | 86.5 | |
| Blind2UnblindNoise Type=Gaussian (sigma=25)2022.03 | 31.27 | 86.4 | |
| Laine19-pmeNoise Type=Gaussian (sigma in [5, 50])2022.03 | 31.21 | 85.5 | |
| Blind2UnblindNoise Type=Gaussian (sigma in [5, 50])2022.03 | 31.14 | 85.7 | |
| NBR2NBRNoise Type=Gaussian (sigma=25)2022.03 | 31.09 | 86.4 | |
| NBR2NBRNoise Type=Gaussian (sigma in [5, 50])2022.03 | 31.05 | 85.8 | |
| CBM3DNoise Type=Gaussian (sigma in [5, 50])2022.03 | 30.94 | 84.9 | |
| CBM3DNoise Type=Gaussian (sigma=25)2022.03 | 30.88 | 85.4 | |
| R2RNoise Type=Gaussian (sigma in [5, 50])2022.03 | 30.84 | 85 | |
| DBSNNoise Type=Gaussian (sigma=25)2022.03 | 30.63 | 84.6 | |
| N2CNoise Type=Poisson (lambda=30)2022.03 | 30.57 | 85.8 | |
| N2NNoise Type=Poisson (lambda=30)2022.03 | 30.56 | 85.7 | |
| Laine19-pmeNoise Type=Poisson (lambda=30)2022.03 | 30.47 | 85.5 | |
| Blind2UnblindNoise Type=Poisson (lambda=30)2022.03 | 30.46 | 85.2 | |
| NBR2NBRNoise Type=Poisson (lambda=30)2022.03 | 30.29 | 85.3 | |
| TVsigma=15, Params=12025.08 | 30.19 | 91.5 | |
| SA-ConvBackbone=ResNet, #Param.=6.60M2026.05 | 30.111 | 81.53 | |
| Blind2UnblindNoise Type=Poisson (lambda in [5, 50])2022.03 | 30.1 | 84.4 | |
| Self2SelfNoise Type=Gaussian (sigma=25)2022.03 | 30.08 | 83.9 | |
| Prox-DRUNetsigma=25, Params=1.7 · 1072025.08 | 30.06 | 91.1 | |
| TL-ConvBackbone=ResNet, #Param.=6.56M2026.05 | 30.051 | 81.45 | |
| F-ConvBackbone=ResNet, #Param.=6.56M2026.05 | 30.021 | 81.34 | |
| N2CNoise Type=Poisson (lambda in [5, 50])2022.03 | 30.02 | 84.2 | |
| N2NNoise Type=Poisson (lambda in [5, 50])2022.03 | 30.02 | 84.2 | |
| B-ConvBackbone=ResNet, #Param.=6.56M2026.05 | 29.986 | 81.13 | |
| Self2SelfNoise Type=Gaussian (sigma in [5, 50])2022.03 | 29.97 | 84.9 | |
| Laine19-muNoise Type=Gaussian (sigma=25)2022.03 | 29.93 | 83 | |
| Har-NetBackbone=ResNet, #Param.=3.94M2026.05 | 29.902 | 81.18 | |
| G-CNNBackbone=ResNet, #Param.=4.73M2026.05 | 29.888 | 81.11 | |
| CNNBackbone=ResNet, #Param.=19.49M2026.05 | 29.864 | 81.12 | |
| E2-CNNBackbone=ResNet, #Param.=3.00M2026.05 | 29.792 | 80.86 | |
| NBR2NBRNoise Type=Poisson (lambda in [5, 50])2022.03 | 29.79 | 83.8 | |
| Laine19-muNoise Type=Gaussian (sigma in [5, 50])2022.03 | 29.71 | 82.2 | |
| Noisier2NoiseNoise Type=Gaussian (sigma=25)2022.03 | 29.64 | 83.2 | |
| MFoEsigma=25, Params=1.4 · 1042025.08 | 29.54 | 90.4 | |
| R2RNoise Type=Poisson (lambda=30)2022.03 | 29.53 | 80.1 | |
| PDO-eConvBackbone=ResNet, #Param.=2.37M2026.05 | 29.502 | 80.3 | |
| DBSNNoise Type=Gaussian (sigma in [5, 50])2022.03 | 29.49 | 81.4 | |
| AnscombeNoise Type=Poisson (lambda=30)2022.03 | 29.44 | 83.7 | |
| Laine19-muNoise Type=Poisson (lambda=30)2022.03 | 29.35 | 82 | |
| MFoE-ℓ2sigma=25, Params=1.4 · 1042025.08 | 29.28 | 90 | |
| WCRR-freesigma=25, Params=1.4 · 1042025.08 | 29.27 | 89.9 | |
| WCRRsigma=25, Params=1.4 · 1042025.08 | 29.19 | 90 | |
| DBSNNoise Type=Poisson (lambda=30)2022.03 | 29.16 | 81.4 | |
| N2VNoise Type=Gaussian (sigma in [5, 50])2022.03 | 29.01 | 79.2 | |
| Laine19-muNoise Type=Poisson (lambda in [5, 50])2022.03 | 28.94 | 80.8 | |
| N2VNoise Type=Gaussian (sigma=25)2022.03 | 28.84 | 80.2 | |
| Self2SelfNoise Type=Poisson (lambda=30)2022.03 | 28.84 | 83.9 | |
| Self2SelfNoise Type=Poisson (lambda in [5, 50])2022.03 | 28.83 | 84.1 | |
| R2RNoise Type=Poisson (lambda in [5, 50])2022.03 | 28.77 | 76.5 | |
| DBSNNoise Type=Poisson (lambda in [5, 50])2022.03 | 28.72 | 80 | |
| Laine19-pmeNoise Type=Poisson (lambda in [5, 50])2022.03 | 28.65 | 78.5 | |
| AnscombeNoise Type=Poisson (lambda in [5, 50])2022.03 | 28.51 | 81.7 | |
| N2VNoise Type=Poisson (lambda=30)2022.03 | 27.73 | 77.4 | |
| TVsigma=25, Params=12025.08 | 27.71 | 86.4 | |
| N2VNoise Type=Poisson (lambda in [5, 50])2022.03 | 27.43 | 74.5 | |
| Prox-DRUNetsigma=50, Params=1.7 · 1072025.08 | 26.83 | 83.5 | |
| MFoEsigma=50, Params=1.4 · 1042025.08 | 26.35 | 82.7 | |
| WCRR-freesigma=50, Params=1.4 · 1042025.08 | 26.12 | 82.1 | |
| MFoE-ℓ2sigma=50, Params=1.4 · 1042025.08 | 26.08 | 82.2 | |
| WCRRsigma=50, Params=1.4 · 1042025.08 | 25.93 | 81.7 | |
| TVsigma=50, Params=12025.08 | 24.86 | 78.2 |