Model Inversion on LFW (primary evaluation set)
97.1FaceNet Type I ScoreDSCasConv
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DSCasConvGenerator=DeconvNet, Training-Free=false, Target Model=ArcFace2025.04 | 97.1 | 90.42 | 100 | 99.03 | 99.9 | 97.16 | 99.5 | 93.21 | 99.13 | 94.96 | |
| DiffMIGenerator=DDPM, Training-Free=true, Target Model=ArcFace2025.04 | 96 | 91.03 | 100 | 99.64 | 99.6 | 95.88 | 98.6 | 92.33 | 98.55 | 94.72 | |
| APGD (Top 1/1000)Generator=DDPM, Training-Free=true, Target Model=ArcFace2025.04 | 78 | 71.7 | 100 | 99.63 | 96 | 83.91 | 90.7 | 76.59 | 91.18 | 82.96 | |
| APGD (Random)Generator=DDPM, Training-Free=true, Target Model=ArcFace2025.04 | 69.1 | 61.33 | 100 | 99.56 | 92.3 | 75.4 | 84.5 | 66.51 | 86.48 | 75.7 | |
| MAP2VGenerator=StyleGAN, Training-Free=true, Target Model=ArcFace2025.04 | 67.6 | 60.4 | 100 | 99.42 | 97.1 | 83.78 | 91.2 | 73.27 | 88.98 | 79.22 | |
| Shahreza et al.Generator=StyleGAN, Training-Free=true, Target Model=ArcFace2025.04 | 61 | 49.33 | 98.1 | 77.79 | 84.1 | 59.41 | 74 | 52.24 | 79.3 | 59.69 |