Membership Inference Defense Evaluation on ImageNet-10
-0.0545MIDPUT_confHAMP
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HAMPDefense=HAMP2025.05 | -0.0545 | -0.0233 | -0.0463 | -0.0624 | -0.0806 | -0.0397 | -0.0511 | |
| SELENADefense=SELENA2025.05 | -0.0282 | -0.0161 | -0.0391 | -0.0467 | -0.0972 | -0.0292 | -0.0428 | |
| AdvRegDefense=AdvReg2025.05 | -0.0062 | -0.001 | -0.0251 | -0.0302 | -0.0598 | -0.0216 | -0.024 | |
| MemGuardDefense=MemGuard2025.05 | 0.0024 | -0.0014 | 0 | 0 | 0.0024 | 0.0024 | 0.001 | |
| RelaxLossDefense=RelaxLoss2025.05 | 0.031 | 0.0231 | 0.009 | -0.0027 | -0.015 | 0.0149 | 0.0101 | |
| DynaNoiseDefense=DynaNoise2025.05 | 0.0512 | 0.0062 | 0.0272 | 0.0127 | 0.0222 | 0.0316 | 0.0252 |