Membership Inference on Flickr
91.78ASRCLiDvec
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLiDvecQuery=15, Training Setting=Over-training2024.05 | 91.78 | 97.52 | 73.88 | |
| CLiDthQuery=15, Training Setting=Over-training2024.05 | 91.42 | 97.39 | 74 | |
| PFAMIQuery=20, Training Setting=Over-training2024.05 | 90.64 | 96.78 | 50.96 | |
| M.C.Query=3, Training Setting=Over-training2024.05 | 83.32 | 91.37 | 41.2 | |
| LossQuery=1, Training Setting=Over-training2024.05 | 81.9 | 90.34 | 40.8 | |
| SecMI2026.01 | 71.45 | — | — | |
| Ours2026.01 | 70.11 | — | — | |
| PIA2026.01 | 68.6 | — | — | |
| PIAQuery=2, Training Setting=Over-training2024.05 | 68.56 | 75.12 | 5.08 | |
| SecMIQuery=12, Training Setting=Over-training2024.05 | 62.96 | 89.29 | 48.52 | |
| Feature-C2026.01 | 60.32 | — | — | |
| Feature-T2026.01 | 56.1 | — | — | |
| Feature-D2026.01 | 55.39 | — | — | |
| NA-P2026.01 | 53.58 | — | — | |
| GD2026.01 | 52.2 | — | — | |
| Feature-CAttack category=End-to-end attack2026.01 | — | 63.8 | 5.2 | |
| Feature-DAttack category=End-to-end attack2026.01 | — | 57.2 | 3 | |
| Feature-TAttack category=End-to-end attack2026.01 | — | 58.2 | 3 | |
| GDAttack category=End-to-end attack2026.01 | — | 53.41 | 2 | |
| NA-PAttack category=End-to-end attack2026.01 | — | 56.51 | 4 | |
| Noise as a ProbeAttack category=End-to-end attack2026.01 | — | 76.23 | 16 | |
| PIAAttack category=Intermediate result attack2026.01 | — | 72.59 | 7.2 | |
| SecMIAttack category=Intermediate result attack2026.01 | — | 76.42 | 14.4 |