Poison Defense on CINIC-10 (test)
4.76Avg Poison SuccessPUREGEN-DDPM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PUREGEN-DDPMTraining Regime=From Scratch, Attack Scenario=Narcissus-1%, Backbone=ResNet-182024.05 | 4.76 | 7.74 | 79.35 | |
| PUREGEN-EBMTraining Regime=From Scratch, Attack Scenario=Narcissus-1%, Backbone=ResNet-182024.05 | 7.73 | 29.48 | 82.37 | |
| FRIENDSTraining Regime=From Scratch, Attack Scenario=Narcissus-1%, Backbone=ResNet-182024.05 | 11.17 | 82.21 | 77.53 | |
| JPEGTraining Regime=From Scratch, Attack Scenario=Narcissus-1%, Backbone=ResNet-182024.05 | 18.89 | 92.12 | 81.06 | |
| EPICTraining Regime=From Scratch, Attack Scenario=Narcissus-1%, Backbone=ResNet-182024.05 | 49.5 | 91.35 | 81.91 | |
| NoneTraining Regime=From Scratch, Attack Scenario=Narcissus-1%, Backbone=ResNet-182024.05 | 62.06 | 90.79 | 86.32 |