Poisoning Defense on 24 datasets averaged
85.11Poison AccuracyNeuralCleanse
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NeuralCleanseEpochs=402022.08 | 85.11 | 92.26 | |
| NoneEpochs=402022.08 | 83.48 | 91.56 | |
| Strong AugmentationEpochs=402022.08 | 69.75 | 91.32 | |
| ABLEpochs=852022.08 | 67.21 | 81.33 | |
| STRIPEpochs=402022.08 | 62.68 | 92.23 | |
| Spectral SignaturesEpochs=402022.08 | 37.17 | 89.94 | |
| FRIENDS-UEpochs=402022.08 | 34.53 | 90.36 | |
| EPIC-0.1Epochs=40, epsilon=0.12022.08 | 23.93 | 89.56 | |
| FRIENDS-GEpochs=402022.08 | 22.99 | 89.87 | |
| FRIENDS-BEpochs=402022.08 | 21.52 | 89.76 | |
| Activation ClusteringEpochs=402022.08 | 15.17 | 72.38 | |
| Diff. Priv. SGDEpochs=402022.08 | 13.14 | 70 | |
| EPIC-0.2Epochs=40, epsilon=0.22022.08 | 9.1 | 86.21 |