Face Restoration on WebFace (test)
32.31PSNRGFRNet(Full)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GFRNet(Full)Scale=4x2018.04 | 32.31 | 0.973 | — | — | |
| GFRNet(R)Scale=4x2018.04 | 31.46 | 0.962 | — | — | |
| GFRNet(-F)Scale=4x2018.04 | 31.43 | 0.92 | — | — | |
| GFRNet(-W2)Scale=4x2018.04 | 29.73 | 0.948 | — | — | |
| GFRNet(-W)Scale=4x2018.04 | 29.66 | 0.934 | — | — | |
| GFRNet(-WG2)Scale=4x2018.04 | 29.45 | 0.945 | — | — | |
| MDeblurGANScale=4x2018.04 | 29.41 | 0.952 | — | — | |
| MDnCNNScale=4x2018.04 | 29.4 | 0.942 | — | — | |
| GFRNet(-WG)Scale=4x2018.04 | 28.73 | 0.928 | — | — | |
| MemNetScale=4x2018.04 | 28.57 | 0.934 | — | — | |
| MARCNNScale=4x2018.04 | 28.4 | 0.938 | — | — | |
| DnCNNScale=4x2018.04 | 28.35 | 0.933 | — | — | |
| DeepDeblurScale=4x2018.04 | 28.13 | 0.934 | — | — | |
| MSRGANScale=4x2018.04 | 28.1 | 0.934 | — | — | |
| SRGANScale=4x2018.04 | 27.65 | 0.941 | — | — | |
| SymmFCNetVariant=Full model2018.12 | 27.22 | 0.969 | 0.252 | 0.849 | |
| GFRNet(Full)Scale=8x2018.04 | 27.21 | 0.935 | — | — | |
| WaveletSRNetScale=4x2018.04 | 27.1 | 0.937 | — | — | |
| GFRNet(R)Scale=8x2018.04 | 26.88 | 0.922 | — | — | |
| VDSRScale=4x2018.04 | 26.6 | 0.884 | — | — | |
| SymmFcNetVariant=Ablation (-L)2018.12 | 26.43 | 0.968 | 0.258 | 0.852 | |
| SCGANScale=4x2018.04 | 26.37 | 0.923 | — | — | |
| MCGANScale=4x2018.04 | 26.35 | 0.931 | — | — | |
| SymmFcNetVariant=Ablation (-S)2018.12 | 26.17 | 0.961 | 0.266 | 0.945 | |
| SRCNNScale=4x2018.04 | 26.11 | 0.872 | — | — | |
| GFRNet(-F)Scale=8x2018.04 | 26 | 0.922 | — | — | |
| Yu et al.Reference=[33]2018.12 | 25.96 | 0.965 | 0.27 | 0.965 | |
| GFRNet(-W2)Scale=8x2018.04 | 25.95 | 0.917 | — | — | |
| SymmFcNetVariant=Ablation (-GL, Q)2018.12 | 25.94 | 0.963 | 0.294 | 0.987 | |
| GFRNet(-WG2)Scale=8x2018.04 | 25.93 | 0.914 | — | — | |
| Plain RecNetVariant=Ablation study (Baseline)2018.12 | 25.81 | 0.959 | 0.31 | 1.035 | |
| Li et al.Reference=[19]2018.12 | 25.65 | 0.959 | 0.371 | 1.116 | |
| CBNScale=4x2018.04 | 25.43 | 0.899 | — | — | |
| GFRNet(-W)Scale=8x2018.04 | 25.2 | 0.897 | — | — | |
| MARCNNScale=8x2018.04 | 25.15 | 0.914 | — | — | |
| DCPScale=4x2018.04 | 24.97 | 0.895 | — | — | |
| MSRGANScale=8x2018.04 | 24.92 | 0.908 | — | — | |
| MDnCNNScale=8x2018.04 | 24.84 | 0.912 | — | — | |
| MemNetScale=8x2018.04 | 24.77 | 0.909 | — | — | |
| GFRNet(-WG)Scale=8x2018.04 | 24.76 | 0.884 | — | — | |
| DnCNNScale=8x2018.04 | 24.75 | 0.912 | — | — | |
| DeepDeblurScale=8x2018.04 | 24.63 | 0.91 | — | — | |
| DeblurGANScale=4x2018.04 | 24.63 | 0.91 | — | — | |
| SRGANScale=8x2018.04 | 24.49 | 0.913 | — | — | |
| VDSRScale=8x2018.04 | 23.65 | 0.847 | — | — | |
| SRCNNScale=8x2018.04 | 23.5 | 0.842 | — | — | |
| MDeblurGANScale=8x2018.04 | 23.49 | 0.9 | — | — | |
| ARCNNScale=4x2018.04 | 23.39 | 0.876 | — | — | |
| DeblurGANScale=8x2018.04 | 23.38 | 0.896 | — | — | |
| CBNScale=8x2018.04 | 23.1 | 0.852 | — | — | |
| DCPScale=8x2018.04 | 23.05 | 0.887 | — | — | |
| WaveletSRNetScale=8x2018.04 | 21.63 | 0.869 | — | — | |
| ARCNNScale=8x2018.04 | 20.47 | 0.858 | — | — | |
| TDAEScale=8x2018.04 | 20.24 | 0.741 | — | — | |
| Iizuka et al.Reference=[11]2018.12 | 19.04 | 0.683 | 0.504 | 1.462 |