Untargeted Adversarial Attack on ImageNet-compatible (test)
100Acc (Inc-v3)NI
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| NIGeneration source=Ensemble (Inc-v3, Inc-v4, IncRes-v2), Attack Type=Gradient-based, Multi-model setting=true2023.06 | 100 | 99.9 | 99.6 | 74.6 | 74 | 37.7 | 37.1 | 22.2 | 68.14 | |
| EMIGeneration source=Ensemble (Inc-v3, Inc-v4, IncRes-v2), Attack Type=Gradient-based, Multi-model setting=true2023.06 | 100 | 99.9 | 99.7 | 92.3 | 93 | 62.8 | 59.5 | 40 | 80.9 | |
| RAPGeneration source=Ensemble (Inc-v3, Inc-v4, IncRes-v2), Attack Type=Gradient-based, Multi-model setting=true2023.06 | 100 | 99.4 | 98.2 | 93.5 | 93.4 | 70.1 | 69.8 | 58.9 | 85.41 | |
| PGNGeneration source=Ensemble (Inc-v3, Inc-v4, IncRes-v2), Attack Type=Gradient-based, Multi-model setting=true2023.06 | 100 | 99.9 | 99.6 | 94.2 | 94.6 | 88.2 | 86.6 | 79.2 | 92.78 | |
| VMIGeneration source=Ensemble (Inc-v3, Inc-v4, IncRes-v2), Attack Type=Gradient-based, Multi-model setting=true2023.06 | 99.9 | 99.5 | 98 | 82.2 | 81.6 | 66.8 | 64.1 | 50.8 | 80.36 | |
| MIGeneration source=Ensemble (Inc-v3, Inc-v4, IncRes-v2), Attack Type=Gradient-based, Multi-model setting=true2023.06 | 99.8 | 99.5 | 97.8 | 66.8 | 68.4 | 36.7 | 36.9 | 22.6 | 66.06 |