Grayscale Image Denoising on BSD68
32PSNRSwinFIR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SwinFIRsigma=152022.08 | 32 | — | |
| SCUNetNoise Level=152022.03 | 31.99 | — | |
| SwinIRsigma=152022.08 | 31.97 | — | |
| SwinIRNoise Level=152022.03 | 31.97 | — | |
| SwinIRsigma=152021.08 | 31.97 | — | |
| RestormerNoise Level=152022.03 | 31.96 | — | |
| DAGLNoise Level=152022.03 | 31.93 | — | |
| DRUNetNoise Level=152022.03 | 31.91 | — | |
| DRUNetsigma=152021.08 | 31.91 | — | |
| NLRNNoise Level=152022.03 | 31.88 | — | |
| NLRNsigma=152021.08 | 31.88 | — | |
| MWCNNsigma=152021.08 | 31.86 | — | |
| FOCNetNoise Level=152022.03 | 31.83 | — | |
| FOCNetsigma=152021.08 | 31.83 | — | |
| DnCNNNoise Level=152022.03 | 31.73 | — | |
| DnCNNsigma=152021.08 | 31.73 | — | |
| FFDNetNoise Level=152022.03 | 31.63 | — | |
| IRCNNsigma=152021.08 | 31.63 | — | |
| FFDNetsigma=152021.08 | 31.63 | — | |
| N2CNoise Type=Gaussian sigma=15, Network=U-Net2022.03 | 31.58 | 0.889 | |
| DnCNNsigma=152026.03 | 31.58 | 0.8934 | |
| R2RNoise Type=Gaussian sigma=15, Network=U-Net2022.03 | 31.54 | 0.885 | |
| Restormersigma=152026.03 | 31.47 | 0.893 | |
| Blind2UnblindNoise Type=Gaussian sigma=15, Network=U-Net2022.03 | 31.44 | 0.884 | |
| WNNMsigma=152021.08 | 31.37 | — | |
| BM3Dsigma=152021.08 | 31.08 | — | |
| Provably Contractive Denoisersigma=152026.03 | 30.52 | 0.869 | |
| D-FBSsigma=152026.03 | 29.89 | 0.8347 | |
| D-DRSsigma=152026.03 | 29.79 | 0.856 | |
| SCUNetNoise Level=252022.03 | 29.55 | — | |
| RestormerNoise Level=252022.03 | 29.52 | — | |
| SwinIRNoise Level=252022.03 | 29.5 | — | |
| DRUNetsigma=252021.08 | 29.5 | — | |
| SwinIRsigma=252021.08 | 29.5 | — | |
| DRUNetNoise Level=252022.03 | 29.48 | — | |
| MWCNNsigma=252021.08 | 29.48 | — | |
| DAGLNoise Level=252022.03 | 29.46 | — | |
| NLRNNoise Level=252022.03 | 29.41 | — | |
| NLRNsigma=252021.08 | 29.41 | — | |
| RNANsigma=252021.08 | 29.41 | — | |
| FOCNetNoise Level=252022.03 | 29.38 | — | |
| FOCNetsigma=252021.08 | 29.38 | — | |
| N3NetNoise Level=252022.03 | 29.3 | — | |
| N3Netsigma=252021.08 | 29.3 | — | |
| DnCNNNoise Level=252022.03 | 29.23 | — | |
| DnCNNsigma=252021.08 | 29.23 | — | |
| FFDNetNoise Level=252022.03 | 29.19 | — | |
| FFDNetsigma=252021.08 | 29.19 | — | |
| IRCNNsigma=252021.08 | 29.15 | — | |
| N2CNoise Type=Gaussian sigma=25, Network=U-Net2022.03 | 29.02 | 0.822 | |
| R2RNoise Type=Gaussian sigma=25, Network=U-Net2022.03 | 28.99 | 0.818 | |
| Blind2UnblindNoise Type=Gaussian sigma=25, Network=U-Net2022.03 | 28.99 | 0.82 | |
| DnCNNsigma=252026.03 | 28.87 | 0.8254 | |
| WNNMsigma=252021.08 | 28.83 | — | |
| Restormersigma=252026.03 | 28.75 | 0.8233 | |
| BM3Dsigma=252021.08 | 28.57 | — | |
| Provably Contractive Denoisersigma=252026.03 | 27.82 | 0.7883 | |
| D-FBSsigma=252026.03 | 27.31 | 0.7537 | |
| D-DRSsigma=252026.03 | 27.24 | 0.76 | |
| SCUNetNoise Level=502022.03 | 26.67 | — | |
| RestormerNoise Level=502022.03 | 26.62 | — | |
| DRUNetNoise Level=502022.03 | 26.59 | — | |
| DRUNetsigma=502021.08 | 26.59 | — | |
| SwinIRNoise Level=502022.03 | 26.58 | — | |
| SwinIRsigma=502021.08 | 26.58 | — | |
| MWCNNsigma=502021.08 | 26.53 | — | |
| DAGLNoise Level=502022.03 | 26.51 | — | |
| FOCNetNoise Level=502022.03 | 26.5 | — | |
| FOCNetsigma=502021.08 | 26.5 | — | |
| RNANNoise Level=502022.03 | 26.48 | — | |
| RNANsigma=502021.08 | 26.48 | — | |
| NLRNNoise Level=502022.03 | 26.47 | — | |
| NLRNsigma=502021.08 | 26.47 | — | |
| N3NetNoise Level=502022.03 | 26.39 | — | |
| N3Netsigma=502021.08 | 26.39 | — | |
| FFDNetNoise Level=502022.03 | 26.29 | — | |
| FFDNetsigma=502021.08 | 26.29 | — | |
| DnCNNNoise Level=502022.03 | 26.23 | — | |
| DnCNNsigma=502021.08 | 26.23 | — | |
| IRCNNsigma=502021.08 | 26.19 | — | |
| Blind2UnblindNoise Type=Gaussian sigma=50, Network=U-Net2022.03 | 26.09 | 0.715 | |
| N2CNoise Type=Gaussian sigma=50, Network=U-Net2022.03 | 26.08 | 0.715 | |
| R2RNoise Type=Gaussian sigma=50, Network=U-Net2022.03 | 26.02 | 0.705 | |
| WNNMsigma=502021.08 | 25.87 | — | |
| BM3Dsigma=502021.08 | 25.6 | — | |
| DnCNNsigma=502026.03 | 25.12 | 0.6846 | |
| eSN-GSsigma=152026.03 | 24.93 | 0.6976 | |
| eSN-ReLUsigma=152026.03 | 24.89 | 0.6899 | |
| Provably Contractive Denoisersigma=502026.03 | 24.4 | 0.646 | |
| Restormersigma=502026.03 | 24.35 | 0.6288 | |
| D-FBSsigma=502026.03 | 24.21 | 0.629 | |
| D-DRSsigma=502026.03 | 24.18 | 0.6368 | |
| eSN-GSsigma=252026.03 | 20.68 | 0.4313 | |
| eSN-ReLUsigma=252026.03 | 20.48 | 0.4159 | |
| eSN-GSsigma=502026.03 | 15.21 | 0.2231 | |
| eSN-ReLUsigma=502026.03 | 14.91 | 0.2179 |