Adversarial Attack on UDIAT
100Success RateDiff-PGD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Diff-PGDClassifier=DenseNet1212024.12 | 100 | 0.27 | 80 | 81.31 | |
| Diff-PGDClassifier=ResNet342024.12 | 100 | 0.31 | 77 | 80.89 | |
| FGSMClassifier=ResNet342024.12 | 98 | 0.41 | 75 | 103.68 | |
| FGSMClassifier=DenseNet1212024.12 | 97 | 0.37 | 77 | 103.07 | |
| P2PClassifier=ResNet342024.12 | 97 | 0.15 | 74 | 20.3 | |
| P2PClassifier=DenseNet1212024.12 | 86 | 0.12 | 62 | 27.18 | |
| Diff-PGDClassifier=SqueezeNet1.12024.12 | 77 | 0.16 | 54 | 32.47 | |
| P2PClassifier=SqueezeNet1.12024.12 | 76 | 0.1 | 52 | 23.5 | |
| FGSMClassifier=SqueezeNet1.12024.12 | 59 | 0.2 | 42 | 72.51 | |
| PGDClassifier=ResNet342024.12 | 23 | 0.1 | 19 | 135.95 | |
| PGDClassifier=DenseNet1212024.12 | 17 | 0.07 | 11 | 147.84 | |
| PGDClassifier=SqueezeNet1.12024.12 | 16 | 0.14 | 19 | 292.21 |