Membership Inference Attack Accuracy on CelebA (SGD/DP-SGD)
63.3MIA Accuracy (SGD)DP-SGD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DP-SGDModel=VGG-16, Index of Intermediate Convolutional-Layer=1, 5, 10, 12, 132026.02 | 63.3 | 57.1 | 68.5 | |
| Auto-S/NSGDModel=VGG-16, Index of Intermediate Convolutional-Layer=1, 5, 10, 12, 132026.02 | 63.3 | 57.3 | 69.9 | |
| DP-PSACModel=VGG-16, Index of Intermediate Convolutional-Layer=1, 5, 10, 12, 132026.02 | 63.3 | 56.8 | 68.2 | |
| LM-DP-SGDModel=VGG-16, Index of Intermediate Convolutional-Layer=1, 5, 10, 12, 132026.02 | 63.3 | 60.6 | 65.6 |