Membership Inference Attack on LAION-5B with Blip text
76.08AUCReproMIA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ReproMIAQuery=1+12026.03 | 76.08 | 30.44 | |
| SecMIQuery=10+22026.03 | 73.3 | 19.27 | |
| PIAQuery=1+12026.03 | 71.12 | 17.42 | |
| Naive AttackerQuery=12026.03 | 69.26 | 12.84 | |
| PIANQuery=1+12026.03 | 54.3 | 1.88 |