Facial Template Inversion on LFW (test)
100TAR at 1% FAR (Type-I)Adv-StyleGAN3
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Adv-StyleGAN3Databases and Losses=ArcFace, Target Models/ Unseen Models=ArcFace2026.04 | 100 | 92.94 | 99.8 | 69.8 | |
| CLIP-FTIDatabases and Losses=ArcFace, Target Models/ Unseen Models=ArcFace2026.04 | 99.98 | 89.15 | 99.22 | 62.76 | |
| LBFTIDatabases and Losses=ArcFace, Target Models/ Unseen Models=ArcFace2026.04 | 99.98 | 98.61 | 99.92 | 95.09 | |
| MSE-StyleGAN3Databases and Losses=ArcFace, Target Models/ Unseen Models=ArcFace2026.04 | 99.92 | 88 | 98.79 | 66.02 | |
| LBFTIDatabases and Losses=ElasticFace, Target Models/ Unseen Models=ArcFace2026.04 | 99.86 | 92.26 | 95.87 | 74.12 | |
| LBFTIDatabases and Losses=ArcFace, Target Models/ Unseen Models=ElasticFace2026.04 | 99.84 | 98.37 | 99.37 | 94.08 | |
| LBFTIDatabases and Losses=ElasticFace, Target Models/ Unseen Models=ElasticFace2026.04 | 99.84 | 98.37 | 98.71 | 74.34 | |
| Adv-StyleGAN3Databases and Losses=ElasticFace, Target Models/ Unseen Models=ArcFace2026.04 | 99.71 | 75.52 | 94.12 | 45.76 | |
| CLIP-FTIDatabases and Losses=ElasticFace, Target Models/ Unseen Models=ElasticFace2026.04 | 99.61 | 86.62 | 96.8 | 61.39 | |
| MSE-StyleGAN3Databases and Losses=ElasticFace, Target Models/ Unseen Models=ElasticFace2026.04 | 99.32 | 82.5 | 95.9 | 55 | |
| CLIP-FTIDatabases and Losses=ElasticFace, Target Models/ Unseen Models=ArcFace2026.04 | 98.92 | 90.11 | 94.23 | 68.72 | |
| Adv-StyleGAN3Databases and Losses=ElasticFace, Target Models/ Unseen Models=ElasticFace2026.04 | 98.89 | 72.1 | 93.39 | 41.13 | |
| MSE-StyleGAN3Databases and Losses=ArcFace, Target Models/ Unseen Models=ElasticFace2026.04 | 97.73 | 87.73 | 89.54 | 62.75 | |
| MSE-StyleGAN3Databases and Losses=ElasticFace, Target Models/ Unseen Models=ArcFace2026.04 | 97.56 | 73.64 | 89.99 | 46.96 | |
| Adv-StyleGAN3Databases and Losses=ArcFace, Target Models/ Unseen Models=ElasticFace2026.04 | 96.74 | 72.51 | 84.9 | 35.35 | |
| CLIP-FTIDatabases and Losses=ArcFace, Target Models/ Unseen Models=ElasticFace2026.04 | 96.19 | 74.84 | 83.97 | 39.04 |