Image Reconstruction on FFHQ Glasses
0.014LPIPSDiffAE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DiffAEArchitecture Type=Diffusion based2025.12 | 0.014 | 0.0001 | 0.994 | 0.996 | 7.167 | |
| pSp-cs-RefArchitecture Type=Counter-factual Separation model, Inference Mode=Reference-based2025.12 | 0.02 | 0.001 | 0.982 | 0.991 | 2.201 | |
| SFEArchitecture Type=StyleGAN encoder2025.12 | 0.024 | 0.001 | 0.986 | 0.991 | 3.148 | |
| TIMEArchitecture Type=Diffusion based2025.12 | 0.026 | 0.001 | 0.982 | 0.986 | 8.64 | |
| FSArchitecture Type=StyleGAN encoder2025.12 | 0.076 | 0.006 | 0.885 | 0.911 | 11.775 | |
| StyleResArchitecture Type=StyleGAN encoder2025.12 | 0.085 | 0.005 | 0.899 | 0.898 | 8.502 | |
| HyperstyleArchitecture Type=StyleGAN encoder2025.12 | 0.09 | 0.007 | 0.828 | 0.937 | 20.321 | |
| DiffAE-csArchitecture Type=Counter-factual Separation model2025.12 | 0.118 | 0.006 | 0.907 | 0.877 | 16.018 | |
| ID-invertArchitecture Type=StyleGAN encoder2025.12 | 0.146 | 0.014 | 0.761 | 0.635 | 14.419 | |
| AsyrpArchitecture Type=Diffusion based2025.12 | 0.146 | 0.002 | 0.938 | 0.937 | 20.697 | |
| pSpArchitecture Type=StyleGAN encoder2025.12 | 0.15 | 0.01 | 0.749 | 0.857 | 27.848 | |
| StylespaceArchitecture Type=StyleGAN encoder2025.12 | 0.165 | 0.012 | 0.692 | 0.852 | 26.171 | |
| StyleGAN3-pSpArchitecture Type=StyleGAN encoder, Backbone=StyleGAN32025.12 | 0.177 | 0.012 | 0.733 | 0.846 | 38.333 | |
| pSp-csArchitecture Type=Counter-factual Separation model2025.12 | 0.183 | 0.014 | 0.704 | 0.79 | 33.095 | |
| RestyleArchitecture Type=StyleGAN encoder2025.12 | 0.189 | 0.013 | 0.716 | 0.766 | 30.429 | |
| H-space-csArchitecture Type=Counter-factual Separation model2025.12 | 0.19 | 0.004 | 0.907 | 0.84 | 29.271 | |
| e4eArchitecture Type=StyleGAN encoder2025.12 | 0.194 | 0.014 | 0.706 | 0.783 | 35.158 | |
| StyleGAN3-e4eArchitecture Type=StyleGAN encoder, Backbone=StyleGAN32025.12 | 0.228 | 0.02 | 0.654 | 0.722 | 34.192 |