Adversarial Robustness on CIFAR-100 LT (test)
50.66Clean AccuracyAT-BSL-AuA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AT-BSL-AuABackbone=ResNet-18, Checkpoint=Last Checkpoint2024.03 | 50.66 | 25.89 | 22.43 | 20.62 | 21.43 | 18.79 | |
| AT-BSL-AuABackbone=ResNet-18, Checkpoint=Best Checkpoint2024.03 | 48.39 | 25.81 | 22.96 | 20.73 | 21.3 | 18.9 | |
| REATBackbone=ResNet-18, Checkpoint=Best Checkpoint2024.03 | 46.28 | 21.55 | 18.85 | 18.07 | 18.95 | 16.54 | |
| REATBackbone=ResNet-18, Checkpoint=Last Checkpoint2024.03 | 45.99 | 19.62 | 16.29 | 16.04 | 18.22 | 14.79 | |
| RoBalBackbone=ResNet-18, Checkpoint=Best Checkpoint2024.03 | 45.93 | 21.35 | 17.4 | 17.8 | 19.14 | 16.42 | |
| RoBalBackbone=ResNet-18, Checkpoint=Last Checkpoint2024.03 | 45.78 | 19.97 | 15.37 | 15.75 | 18.67 | 14.51 | |
| AT-BSLBackbone=ResNet-18, Checkpoint=Best Checkpoint2024.03 | 45.59 | 21.14 | 18.05 | 17.34 | 18.14 | 15.97 | |
| AT-BSLBackbone=ResNet-18, Checkpoint=Last Checkpoint2024.03 | 45.35 | 18.96 | 15.52 | 15.59 | 17.78 | 14.41 | |
| LAS-ATBackbone=ResNet-18, Checkpoint=Last Checkpoint2024.03 | 44.7 | 22.11 | 19.23 | 16.93 | 17.03 | 15.77 | |
| LAS-ATBackbone=ResNet-18, Checkpoint=Best Checkpoint2024.03 | 44.33 | 22.02 | 19.59 | 17.18 | 17.11 | 16.15 | |
| AWPBackbone=ResNet-18, Checkpoint=Last Checkpoint2024.03 | 43.57 | 22.91 | 20.72 | 19.11 | 19.3 | 17.82 | |
| AWPBackbone=ResNet-18, Checkpoint=Best Checkpoint2024.03 | 41.53 | 23.47 | 21.79 | 19.68 | 19.73 | 18.61 | |
| ATBackbone=ResNet-18, Checkpoint=Last Checkpoint2024.03 | 41.44 | 17.21 | 13.89 | 14.17 | 16.4 | 13.1 | |
| ATBackbone=ResNet-18, Checkpoint=Best Checkpoint2024.03 | 41.2 | 17.42 | 14.59 | 14.51 | 16.49 | 13.62 | |
| GAIRATBackbone=ResNet-18, Checkpoint=Last Checkpoint2024.03 | 39.7 | 14.66 | 11.87 | 11.57 | 12.28 | 10.48 | |
| MARTBackbone=ResNet-18, Checkpoint=Last Checkpoint2024.03 | 39.58 | 22.38 | 20.51 | 18.4 | 18.42 | 17.27 | |
| GAIRATBackbone=ResNet-18, Checkpoint=Best Checkpoint2024.03 | 38.99 | 19.73 | 18.05 | 16.59 | 16.8 | 15.61 | |
| TRADESBackbone=ResNet-18, Checkpoint=Last Checkpoint2024.03 | 38.71 | 19.43 | 17.27 | 15.83 | 15.87 | 15.28 | |
| MARTBackbone=ResNet-18, Checkpoint=Best Checkpoint2024.03 | 38.46 | 23.04 | 21.36 | 18.59 | 18.36 | 17.51 | |
| TRADESBackbone=ResNet-18, Checkpoint=Best Checkpoint2024.03 | 38.12 | 19.6 | 17.89 | 15.96 | 15.91 | 15.59 |