Adversarial Robustness Evaluation on CIFAR-10 (Image Classification)
89.51Clean AccuracyConsistency-AT+DUCAT
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Consistency-AT+DUCATepsilon=8/2552026.03 | 89.51 | 63.8 | 74.9 | 66.59 | 34.04 | 57.18 | 31.32 | 25.86 | |
| PGD-AT+DUCATepsilon=8/2552026.03 | 88.81 | 62.71 | 73.03 | 65.14 | 32.01 | 58.61 | 29.52 | 29.09 | |
| MART+DUCATepsilon=8/2552026.03 | 80.65 | 57.81 | 58.23 | 56.76 | 40.65 | 50.18 | 39.83 | 10.35 |