Face Restoration on VggFace2 (test)
28.55PSNRGFRNet(Full)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GFRNet(Full)Scale=4x2018.04 | 28.55 | 0.947 | — | |
| GFRNet(R)Scale=4x2018.04 | 27.9 | 0.943 | — | |
| GFRNet(-W2)Scale=4x2018.04 | 27.25 | 0.933 | — | |
| GFRNet(-WG2)Scale=4x2018.04 | 27.2 | 0.932 | — | |
| MDnCNNScale=4x2018.04 | 27.05 | 0.925 | — | |
| MemNetScale=4x2018.04 | 26.85 | 0.923 | — | |
| DnCNNScale=4x2018.04 | 26.73 | 0.92 | — | |
| GFRNet(-F)Scale=4x2018.04 | 26.61 | 0.927 | — | |
| MSRGANScale=4x2018.04 | 26.55 | 0.906 | — | |
| DeepDeblurScale=4x2018.04 | 26.31 | 0.917 | — | |
| GFRNet(-W)Scale=4x2018.04 | 26.03 | 0.923 | — | |
| GFRNet(-WG)Scale=4x2018.04 | 25.97 | 0.915 | — | |
| SRGANScale=4x2018.04 | 25.85 | 0.911 | — | |
| WaveletSRNetScale=4x2018.04 | 25.66 | 0.909 | — | |
| MARCNNScale=4x2018.04 | 25.43 | 0.923 | — | |
| VDSRScale=4x2018.04 | 25.36 | 0.858 | — | |
| MDeblurGANScale=4x2018.04 | 25.32 | 0.918 | — | |
| MCGANScale=4x2018.04 | 25.26 | 0.912 | — | |
| SCGANScale=4x2018.04 | 25.16 | 0.905 | — | |
| DeblurGANScale=4x2018.04 | 24.65 | 0.889 | — | |
| SRCNNScale=4x2018.04 | 24.57 | 0.842 | — | |
| CBNScale=4x2018.04 | 24.52 | 0.867 | — | |
| DCPScale=4x2018.04 | 24.42 | 0.894 | — | |
| GFRNet(Full)Scale=8x2018.04 | 24.1 | 0.898 | — | |
| GFRNet(R)Scale=8x2018.04 | 24.05 | 0.89 | — | |
| DFDNet256Output resolution=2562020.08 | 23.73 | 0.872 | 0.239 | |
| MSRGANScale=8x2018.04 | 23.45 | 0.862 | — | |
| DFDNet128Output resolution=1282020.08 | 23.42 | 0.841 | 0.071 | |
| GWAINet2020.08 | 23.41 | 0.86 | 0.26 | |
| GFRNet2020.08 | 23.37 | 0.856 | 0.269 | |
| MDnCNNScale=8x2018.04 | 23.33 | 0.879 | — | |
| MemNetScale=8x2018.04 | 23.31 | 0.877 | — | |
| DnCNNScale=8x2018.04 | 23.29 | 0.877 | — | |
| GFRNet(-W)Scale=8x2018.04 | 23.29 | 0.843 | — | |
| GFRNet(-W2)Scale=8x2018.04 | 23.24 | 0.864 | — | |
| GFRNet(-WG2)Scale=8x2018.04 | 23.22 | 0.863 | — | |
| GFRNet(-F)Scale=8x2018.04 | 23.17 | 0.863 | — | |
| MARCNNScale=8x2018.04 | 23.16 | 0.876 | — | |
| SRGANScale=8x2018.04 | 23.01 | 0.874 | — | |
| DeepDeblurScale=8x2018.04 | 22.97 | 0.873 | — | |
| RCANRetrained=true2020.08 | 22.94 | 0.836 | 0.271 | |
| GFRNet(-WG)Scale=8x2018.04 | 22.91 | 0.838 | — | |
| VDSRScale=8x2018.04 | 22.5 | 0.807 | — | |
| MDeblurGANScale=8x2018.04 | 22.46 | 0.867 | — | |
| SRCNNScale=8x2018.04 | 22.3 | 0.802 | — | |
| DeblurGANScale=8x2018.04 | 22.06 | 0.846 | — | |
| ARCNNScale=4x2018.04 | 22.05 | 0.863 | — | |
| CBNScale=8x2018.04 | 21.84 | 0.817 | — | |
| WaveletSR2020.08 | 21.7 | 0.823 | 0.273 | |
| DCPScale=8x2018.04 | 21.54 | 0.848 | — | |
| RCAN2020.08 | 21.36 | 0.819 | 0.295 | |
| Kim et al.2020.08 | 20.99 | 0.759 | 0.095 | |
| WaveletSRNetScale=8x2018.04 | 20.87 | 0.831 | — | |
| ARCNNScale=8x2018.04 | 20.84 | 0.827 | — | |
| TDAEScale=8x2018.04 | 20.19 | 0.729 | — | |
| Shen et al.2020.08 | 18.79 | 0.717 | 0.126 |