Face Super-Resolution on CelebA (test)
1SSIMGT
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GTScale=N/A2021.01 | 1 | — | 0 | — | 4.292 | — | — | — | 43.43 | 0 | — | |
| SwinIFSUpscaling factor=8x2026.01 | 0.8513 | 27.97 | 0.072 | — | — | — | — | — | — | — | — | |
| DICUpscaling factor=8x2026.01 | 0.8109 | 27.35 | 0.0902 | — | — | — | — | — | — | — | — | |
| W-NetUpscaling factor=8x2026.01 | 0.8014 | 27.4 | 0.076 | — | — | — | — | — | — | — | — | |
| SPARNetUpscaling factor=8x2026.01 | 0.7965 | 27.29 | 0.1088 | — | — | — | — | — | — | — | — | |
| UFSRNetUpscaling factor=8x2026.01 | 0.7887 | 27.1 | 0.1102 | — | — | — | — | — | — | — | — | |
| HCFlow+#Param=27.0M, Temperature (τ)=02021.08 | 0.78 | 27.02 | 0.212 | 53.95 | 6.04 | 49.5 | — | 0 | — | — | 51.11 | |
| SISNUpscaling factor=8x2026.01 | 0.7786 | 26.83 | 0.1044 | — | — | — | — | — | — | — | — | |
| FSRNetUpscaling factor=8x2026.01 | 0.7714 | 26.86 | 0.1098 | — | — | — | — | — | — | — | — | |
| RRDBLR Kernel=Bicubic2020.06 | 0.77 | 26.59 | 0.23 | 48.22 | 6.02 | 49.7 | 86.5 | 0 | — | — | — | |
| RRDB#Param=16.7M2021.08 | 0.77 | 26.59 | 0.23 | — | 6.02 | 49.7 | — | 0 | — | — | 48.22 | |
| HCFlow#Param=27.0M, Temperature (τ)=02021.08 | 0.77 | 26.66 | 0.21 | 54.5 | 6.42 | 48 | — | 0 | — | — | 51.83 | |
| WIPAUpscaling factor=8x2026.01 | 0.7652 | 26.23 | 0.0961 | — | — | — | — | — | — | — | — | |
| SRGANUpscaling factor=8x2026.01 | 0.7628 | 26.63 | 0.1043 | — | — | — | — | — | — | — | — | |
| SRFlow#Param=40.0M, Temperature (τ)=02021.08 | 0.76 | 26.74 | 0.216 | — | 5.74 | 40.4 | — | 0 | — | — | 56.57 | |
| RCANScale=4x, Finetuning status=Finetuned on our training set2021.01 | 0.7533 | 27.24 | 0.4159 | — | 9.907 | — | — | — | 93.66 | 38.45 | — | |
| MRRNetUpscaling factor=8x2026.01 | 0.7417 | 25.94 | 0.0562 | — | — | — | — | — | — | — | — | |
| SRFlowLR Kernel=Bicubic, tau=0.82020.06 | 0.71 | 25.24 | 0.11 | 50.85 | 4.2 | 23.2 | 24 | 5.21 | — | — | — | |
| SRFlowLR Kernel=Progressive linear, tau=0.82020.06 | 0.71 | 25.2 | 0.11 | 51.05 | 4.2 | 22.5 | 23.1 | 5.28 | — | — | — | |
| SRFlow#Param=40.0M, Temperature (τ)=0.82021.08 | 0.71 | 25.24 | 0.11 | — | 4.2 | 23.2 | — | 5.2 | — | — | 50.85 | |
| HCFlow#Param=27.0M, Temperature (τ)=0.82021.08 | 0.71 | 24.99 | 0.104 | 54.5 | 4.34 | 31.6 | — | 5.9 | — | — | 51.81 | |
| Super-FANScale=4x, Finetuning status=Not specified2021.01 | 0.7033 | 25.28 | 0.4791 | — | 10.828 | — | — | — | 139.49 | 49.14 | — | |
| BicubicScale=4x, Finetuning status=Not specified2021.01 | 0.6985 | 25.377 | 0.4834 | — | 10.767 | — | — | — | 148.87 | 49.6 | — | |
| HCFlow++#Param=27.0M, Temperature (τ)=0.82021.08 | 0.69 | 24.83 | 0.09 | 51.82 | 3.87 | 23.8 | — | 4 | — | — | 51.57 | |
| BicubicUpscaling factor=8x2026.01 | 0.6776 | 23.46 | 0.2699 | — | — | — | — | — | — | — | — | |
| GFP-GANScale=4x, Finetuning status=Not specified2021.01 | 0.6744 | 25.04 | 0.3653 | — | 4.078 | — | — | — | 42.36 | 34.67 | — | |
| ProgFSRLR Kernel=Progressive linear2020.06 | 0.67 | 23.97 | 0.129 | 41.95 | 3.49 | 28.6 | 33.2 | 0 | — | — | — | |
| ESRGANScale=4x, Finetuning status=Finetuned on our training set2021.01 | 0.6319 | 23.74 | 0.4127 | — | 4.099 | — | — | — | 49.2 | 51.21 | — | |
| BicubicLR Kernel=Bicubic2020.06 | 0.63 | 23.15 | 0.517 | 35.19 | 7.82 | 58.6 | 99.97 | 0 | — | — | — | |
| ESRGANLR Kernel=Bicubic2020.06 | 0.63 | 22.88 | 0.12 | 34.04 | 3.46 | 23.7 | 32.4 | 0 | — | — | — | |
| Bicubic2021.08 | 0.63 | 23.15 | 0.517 | — | 7.82 | 58.6 | — | 0 | — | — | 35.19 | |
| ESRGAN#Param=16.7M2021.08 | 0.63 | 22.88 | 0.12 | — | 3.46 | 23.7 | — | 0 | — | — | 34.04 |