Classification on MNIST (test) (Adversarial Accuracy Metrics)
97Accuracy (Clean)MIX
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIXPerturbation budget (ε)=2.02025.10 | 97 | 86 | 70 | 87 | 94 | |
| BLPerturbation budget (ε)=2.02025.10 | 96 | 32 | 6 | 53 | 89 | |
| OS50Perturbation budget (ε)=2.02025.10 | 96 | 81 | 67 | 84 | 93 | |
| NN50Perturbation budget (ε)=2.02025.10 | 96 | 81 | 60 | 83 | 93 | |
| onPurePerturbation budget (ε)=2.02025.10 | 89 | 83 | 81 | 84 | 88 | |
| offPurePerturbation budget (ε)=2.02025.10 | 87 | 80 | 77 | 85 | 86 | |
| ATPerturbation budget (ε)=2.02025.10 | 87 | 44 | 14 | 60 | 79 | |
| OSPerturbation budget (ε)=2.02025.10 | 84 | 72 | 58 | 73 | 83 | |
| NNPerturbation budget (ε)=2.02025.10 | 59 | 54 | 47 | 55 | 58 |