Membership Inference Attack on ImageNet VAR Generated 1.0 (test)
100TPR@1%FPR (NM/GM)RMIA
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RMIAModel=VAR, Number of shadow models=52026.06 | 100 | 3.6 | 78.3 | 100 | 77.5 | 99.6 | 99.9 | 98.3 | 67.2 | 40 | 76.4 | |
| Data Circuit BreakerModel=VAR, Number of shadow models=52026.06 | 99.3 | 99.3 | 99.4 | 99.5 | 99.5 | 99.6 | 100 | 99 | 75 | 87 | 95.8 | |
| LiRAModel=VAR, Number of shadow models=52026.06 | 98.7 | 1 | 16.7 | 98.7 | 1.1 | 16.8 | 98.7 | 50.3 | 16.7 | 1.1 | 40 |