Adversarial Robustness on ImageNet-1K
84.76DARDICE
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DICEBackbone=ResNet502025.01 | 84.76 | — | — | — | — | — | — | — | |
| HEM-Backbone=ResNet502025.01 | 35.59 | — | — | — | — | — | — | — | |
| HEM-Backbone=SwinT2025.01 | 34.65 | — | — | — | — | — | — | — | |
| MMBackbone=ResNet502025.01 | 25.37 | — | — | — | — | — | — | — | |
| HEM-Backbone=ViT-B/162025.01 | 25.06 | — | — | — | — | — | — | — | |
| LNBackbone=ResNet502025.01 | 21.12 | — | — | — | — | — | — | — | |
| MMBackbone=ViT-B/162025.01 | 20.63 | — | — | — | — | — | — | — | |
| CEBackbone=ViT-B/162025.01 | 16.72 | — | — | — | — | — | — | — | |
| LNBackbone=ViT-B/162025.01 | 13.42 | — | — | — | — | — | — | — | |
| CEBackbone=ResNet502025.01 | 12.22 | — | — | — | — | — | — | — | |
| CEBackbone=SwinT2025.01 | 11.87 | — | — | — | — | — | — | — | |
| DICEBackbone=ViT-B/162025.01 | 11.72 | — | — | — | — | — | — | — | |
| MMBackbone=SwinT2025.01 | 11.07 | — | — | — | — | — | — | — | |
| LNBackbone=SwinT2025.01 | 9.8 | — | — | — | — | — | — | — | |
| DICEBackbone=SwinT2025.01 | 8.85 | — | — | — | — | — | — | — | |
| AWPBackbone=WRN28-10, Attack perturbation budget (epsilon)=4/2552026.06 | — | 64.25 | 45.13 | 44.67 | 44.21 | 41.96 | 40.02 | 12.82 | |
| CFABackbone=WRN28-10, Attack perturbation budget (epsilon)=4/2552026.06 | — | 65.38 | 44.87 | 44.32 | 43.96 | 41.58 | 39.65 | 15.49 | |
| DHATBackbone=WRN28-10, Attack perturbation budget (epsilon)=4/2552026.06 | — | 65.9 | 46.83 | 46.42 | 46.11 | 43.25 | 41.7 | 9.53 | |
| FSRBackbone=WRN28-10, Attack perturbation budget (epsilon)=4/2552026.06 | — | 64.7 | 44.31 | 43.82 | 43.45 | 41.23 | 39.3 | 14.17 | |
| HICATBackbone=WRN28-10, Attack perturbation budget (epsilon)=4/2552026.06 | — | 67.12 | 47.91 | 47.52 | 47.21 | 44.6 | 42.85 | 8.72 | |
| MARTBackbone=WRN28-10, Attack perturbation budget (epsilon)=4/2552026.06 | — | 62.31 | 43.56 | 42.89 | 42.54 | 40.62 | 38.94 | 13.76 | |
| SGLRBackbone=WRN28-10, Attack perturbation budget (epsilon)=4/2552026.06 | — | 63.46 | 44.52 | 44.05 | 43.78 | 41.36 | 39.47 | 19.72 | |
| UIATBackbone=WRN28-10, Attack perturbation budget (epsilon)=4/2552026.06 | — | 62.64 | 45.29 | 44.85 | 44.57 | 42.13 | 40.18 | 14.68 |