Non-Targeted Adversarial Attack on CIFAR-10
64.9ASRDST
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DSTTarget Model=VGG-16, Attack Method=BIM, Substitute Model=ResNet-342022.04 | 64.9 | — | — | — | — | |
| DSTTarget Model=VGG-16, Attack Method=C&W, Substitute Model=ResNet-342022.04 | 59.17 | — | — | — | — | |
| DSTTarget Model=VGG-16, Attack Method=PGD, Substitute Model=ResNet-342022.04 | 58.21 | — | — | — | — | |
| DaSTTarget Model=VGG-16, Attack Method=PGD, Substitute Model=ResNet-342022.04 | 56.25 | — | — | — | — | |
| DSTSubstitute Model=ResNet-342022.04 | 54.93 | — | — | — | — | |
| MAZESubstitute Model=ResNet-342022.04 | 52.99 | — | — | — | — | |
| DDG+ASTSubstitute Model=VGG-192022.04 | 52.3 | — | — | — | — | |
| MAZESubstitute Model=ResNet-502022.04 | 50.35 | — | — | — | — | |
| DDG+ASTSubstitute Model=ResNet-342022.04 | 50.3 | — | — | — | — | |
| MAZETarget Model=VGG-16, Attack Method=PGD, Substitute Model=ResNet-342022.04 | 50.13 | — | — | — | — | |
| DDG+ASTSubstitute Model=ResNet-502022.04 | 49.46 | — | — | — | — | |
| DaSTSubstitute Model=ResNet-342022.04 | 49.36 | — | — | — | — | |
| DSTTarget Model=VGG-16, Attack Method=FGSM, Substitute Model=ResNet-342022.04 | 49.21 | — | — | — | — | |
| DDG+ASTSubstitute Model=ResNet-182022.04 | 47.21 | — | — | — | — | |
| DaSTSubstitute Model=VGG-192022.04 | 45.83 | — | — | — | — | |
| DaSTSubstitute Model=ResNet-502022.04 | 43.2 | — | — | — | — | |
| MAZESubstitute Model=ResNet-182022.04 | 38.47 | — | — | — | — | |
| MAZESubstitute Model=VGG-162022.04 | 36.88 | — | — | — | — | |
| DDG+ASTSubstitute Model=VGG-162022.04 | 36.02 | — | — | — | — | |
| DaSTSubstitute Model=ResNet-182022.04 | 34.87 | — | — | — | — | |
| MAZESubstitute Model=VGG-192022.04 | 29.42 | — | — | — | — | |
| DaSTSubstitute Model=VGG-162022.04 | 23.48 | — | — | — | — | |
| DaSTTarget Model=VGG-16, Substitute Model=ResNet-342022.04 | — | 42.41 | 53.92 | 56.25 | 57.28 | |
| DDG+ASTTarget Model=VGG-16, Substitute Model=ResNet-342022.04 | — | 44.12 | 59.03 | 53.91 | 56.28 | |
| DSTTarget Model=VGG-16, Substitute Model=ResNet-342022.04 | — | 49.21 | 64.9 | 58.21 | 59.17 | |
| MAZETarget Model=VGG-16, Substitute Model=ResNet-342022.04 | — | 46.57 | 62.91 | 50.13 | 48.12 |