Membership Inference Attack Defense on ImageNet-10 (test)
0.7962Model ScoreDynaNoise
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DynaNoiseDefense=DynaNoise2025.05 | 0.7962 | 0.5316 | 0.5944 | 0.5549 | 0.5598 | 0.5139 | 0.5543 | |
| NoneDefense=None2025.05 | 0.7958 | 0.5824 | 0.6003 | 0.5817 | 0.5721 | 0.5357 | 0.5855 | |
| MemGuardDefense=MemGuard2025.05 | 0.7958 | 0.58 | 0.6016 | 0.5817 | 0.5721 | 0.5333 | 0.5831 | |
| RelaxLossDefense=RelaxLoss2025.05 | 0.7646 | 0.5203 | 0.546 | 0.5416 | 0.5436 | 0.5196 | 0.5395 | |
| AdvRegDefense=AdvReg2025.05 | 0.7315 | 0.5244 | 0.5371 | 0.5426 | 0.5381 | 0.5312 | 0.5429 | |
| SELENADefense=SELENA2025.05 | 0.6804 | 0.4952 | 0.501 | 0.5055 | 0.5034 | 0.5175 | 0.4993 | |
| HAMPDefense=HAMP2025.05 | 0.6588 | 0.5 | 0.5 | 0.5 | 0.5045 | 0.5 | 0.5003 |