Untargeted Attack on ImageNet Metaformer Set (val)
97.4ViT-S AccuracyDRAP (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 | 97.4 | 97.9 | 99 | 97.6 | 89.5 | 80.7 | 80.7 | 91.8 | |
| SMERgamma=16/255, iterations=10, Surrogate Models=ResNet-50, ConvNeXt-T, ViT-B, ResNet-50(AT), XCiT-S(AT)2025.04 | 69.2 | 79.3 | 81.7 | 76.4 | 56.5 | 53.2 | 49.4 | 66.5 | |
| I-FGSMgamma=16/255, iterations=10, Surrogate Models=ResNet-50, ConvNeXt-T, ViT-B, ResNet-50(AT), XCiT-S(AT)2025.04 | 34.7 | 41.2 | 69.3 | 44.1 | 29.8 | 27.6 | 17.2 | 37.7 |