Membership Inference Attack on CelebA (Accuracy, Precision, Recall, F1, AUC, Utility)
66.1MIA AccuracyPRIME Attack
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PRIME AttackBackbone=ResNet-182026.07 | 66.1 | — | 64.2 | 72.8 | 68.2 | 73.2 | |
| Single-task MIAAttack Type=Single-Big Nose, Backbone=ResNet-182026.07 | 59.1 | 98.2 | 58.7 | 60.8 | 59.8 | 64.9 | |
| Single-task MIAAttack Type=Single-Mouth, Backbone=ResNet-182026.07 | 53 | 98.4 | 52.5 | 62.7 | 57.2 | 54.4 | |
| Single-task MIAAttack Type=Single-Male, Backbone=ResNet-182026.07 | 51.2 | 98.1 | 51.2 | 51.9 | 51.6 | 52.1 |