Untargeted Attack on ImageNet ConvNet Set (val)
98.4AlexNetDRAP (200 iter)
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DRAP (200 iter)gamma=16/255, iterations=200, Surrogate Models=ResNet-50, ConvNeXt-T, ViT-B, ResNet-50(AT), XCiT-S(AT)2025.04 | 98.4 | 99.6 | 100 | 99.5 | 99.9 | 99.9 | 99.8 | 99.9 | 99.6 | 99.6 | 99.6 | |
| DRAP (10 iter)gamma=16/255, iterations=10, Surrogate Models=ResNet-50, ConvNeXt-T, ViT-B, ResNet-50(AT), XCiT-S(AT)2025.04 | 89.5 | 87.6 | 90.1 | 89.7 | 93.7 | 92 | 91.1 | 92.3 | 87 | 76.2 | 88.9 | |
| DI2gamma=16/255, iterations=10, Surrogate Models=ResNet-50, ConvNeXt-T, ViT-B, ResNet-50(AT), XCiT-S(AT)2025.04 | 62.3 | 93.6 | 92.6 | 80.2 | 82.4 | 92.3 | 85.6 | 91 | 80.5 | 92.6 | 85.3 | |
| I-FGSMgamma=16/255, iterations=10, Surrogate Models=ResNet-50, ConvNeXt-T, ViT-B, ResNet-50(AT), XCiT-S(AT)2025.04 | 58.3 | 88.4 | 81.8 | 64.5 | 72.1 | 82.5 | 68.7 | 80.9 | 60.9 | 85.8 | 74.4 |