Membership Inference Attack on Flickr (ASR, AUC, TPR@1%FPR)
90.9ASRNaive+F
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Naive+FHigh-Frequency Filter=Enabled2025.05 | 90.9 | 96.82 | 67.6 | |
| SecMI+FHigh-Frequency Filter=Enabled2025.05 | 80.1 | 85.95 | 21.2 | |
| NaiveHigh-Frequency Filter=Disabled2025.05 | 79.29 | 86.14 | 16.59 | |
| SecMIHigh-Frequency Filter=Disabled2025.05 | 71.49 | 77.31 | 6.19 | |
| PIA+FHigh-Frequency Filter=Enabled2025.05 | 69.3 | 74.62 | 19.6 | |
| PIAHigh-Frequency Filter=Disabled2025.05 | 64.6 | 67.95 | 5.79 |