Face Template Inversion Attack on CelebA-HQ
97.15Type-I TARCLIP-FTI
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CLIP-FTIF_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=ElasticFace, FAR (False Acceptance Rate)=10^-32025.12 | 97.15 | — | — | |
| Otroshi et al.F_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=ElasticFace, FAR (False Acceptance Rate)=10^-32025.12 | 96.91 | — | — | |
| CLIP-FTIF_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=ArcFace, FAR (False Acceptance Rate)=10^-32025.12 | 95.43 | — | — | |
| CLIP-FTIF_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=ArcFace, FAR (False Acceptance Rate)=10^-32025.12 | 95.35 | — | — | |
| Otroshi et al.F_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=ArcFace, FAR (False Acceptance Rate)=10^-32025.12 | 95.22 | — | — | |
| CLIP-FTIF_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=ElasticFace, FAR (False Acceptance Rate)=10^-32025.12 | 91.84 | — | — | |
| Otroshi et al.F_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=ArcFace, FAR (False Acceptance Rate)=10^-32025.12 | 89.79 | — | — | |
| Otroshi et al.F_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=ElasticFace, FAR (False Acceptance Rate)=10^-32025.12 | 85.31 | — | — | |
| CLIP-FTIF_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=HRNet, FAR (False Acceptance Rate)=10^-32025.12 | 64.81 | — | — | |
| Otroshi et al.F_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=HRNet, FAR (False Acceptance Rate)=10^-32025.12 | 62.99 | — | — | |
| CLIP-FTIF_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=HRNet, FAR (False Acceptance Rate)=10^-32025.12 | 59.15 | — | — | |
| Otroshi et al.F_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=HRNet, FAR (False Acceptance Rate)=10^-32025.12 | 44.29 | — | — | |
| CLIP-FTIF_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=AttentionNet, FAR (False Acceptance Rate)=10^-32025.12 | 32.67 | — | — | |
| Otroshi et al.F_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=AttentionNet, FAR (False Acceptance Rate)=10^-32025.12 | 32.02 | — | — | |
| CLIP-FTIF_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=GhostNet, FAR (False Acceptance Rate)=10^-32025.12 | 28.87 | — | — | |
| Otroshi et al.F_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=GhostNet, FAR (False Acceptance Rate)=10^-32025.12 | 24 | — | — | |
| CLIP-FTIF_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=AttentionNet, FAR (False Acceptance Rate)=10^-32025.12 | 23.06 | — | — | |
| CLIP-FTIF_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=GhostNet, FAR (False Acceptance Rate)=10^-32025.12 | 22.97 | — | — | |
| Otroshi et al.F_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=GhostNet, FAR (False Acceptance Rate)=10^-32025.12 | 15.22 | — | — | |
| Otroshi et al.F_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=AttentionNet, FAR (False Acceptance Rate)=10^-32025.12 | 14.26 | — | — | |
| CLIP-FTIF_database=ArcFace, F_loss=ElasticFace2025.12 | — | 95.35 | 99.37 | |
| CLIP-FTIF_database=ElasticFace, F_loss=ArcFace2025.12 | — | 97.15 | 99.67 | |
| Otroshi et al.F_database=ArcFace, F_loss=ElasticFace2025.12 | — | 89.79 | 98.27 | |
| Otroshi et al.F_database=ElasticFace, F_loss=ArcFace2025.12 | — | 96.91 | 99.6 |