Membership Inference Attack on FairFace
80.4MIA AccuracyPRIME Attack
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PRIME AttackBackbone=ViT2026.07 | 80.4 | — | 75.8 | 89.3 | 82 | 86.3 | |
| Single-task MIAAttack Type=Single-Age, Backbone=ViT2026.07 | 70.3 | 68.5 | 65.4 | 86.6 | 74.5 | 75.8 | |
| Single-task MIAAttack Type=Single-Race, Backbone=ViT2026.07 | 68.7 | 72.3 | 62.2 | 95.1 | 75.2 | 74.5 | |
| Single-task MIAAttack Type=Single-Gender, Backbone=ViT2026.07 | 55.1 | 91.2 | 52.9 | 95 | 67.9 | 57.7 |