Membership Inference Attack on STL10 U
86.81ASRPIA+F
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PIA+FModel Architecture=DDIM, Training Settings=Default, High-frequency Filter=True2025.05 | 86.81 | 92.11 | 19.57 | |
| SecMI+FModel Architecture=DDIM, Training Settings=Default, High-frequency Filter=True2025.05 | 86.51 | 91.39 | 14.63 | |
| SecMIModel Architecture=DDIM, Training Settings=Default2025.05 | 81.14 | 87.39 | 11.11 | |
| SimA-MC#Query=30, #mc=302025.09 | 80.55 | 87.97 | 37.19 | |
| PIAModel Architecture=DDIM, Training Settings=Default2025.05 | 80.43 | 87.45 | 9.98 | |
| SimA (⋆)#Query=12025.09 | 79.47 | 86.72 | 29.1 | |
| SimA-MC#Query=10, #mc=102025.09 | 79.42 | 86.86 | 33.84 | |
| PIA#Query=22025.09 | 79.25 | 86.59 | 23.41 | |
| SecMIstat#Query=122025.09 | 78.08 | 85.25 | 22.02 | |
| Naive+FModel Architecture=DDIM, Training Settings=Default, High-frequency Filter=True2025.05 | 77.98 | 84.4 | 7.5 | |
| NaiveModel Architecture=DDIM, Training Settings=Default2025.05 | 73.6 | 79.6 | 5.96 | |
| Loss#Query=12025.09 | 72.83 | 79.45 | 17.21 | |
| PFAMImet#Query=202025.09 | 64.7 | 71.05 | 5.73 |