Image Classification on CIFAR-100 Long-Tailed (test) (Adversarial Robustness)
55.55Clean AccuracyAT-BSL-AuA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AT-BSL-AuABackbone=WideResNet-34-10, Checkpoint Type=Last Checkpoint2024.03 | 55.55 | 26.74 | 22.18 | 21.88 | 24.28 | 19.68 | |
| AT-BSL-AuABackbone=WideResNet-34-10, Checkpoint Type=Best Checkpoint2024.03 | 53.08 | 28.55 | 25.4 | 23.39 | 24.48 | 21.43 | |
| REATBackbone=WideResNet-34-10, Checkpoint Type=Best Checkpoint2024.03 | 50.29 | 23.99 | 20.82 | 20.25 | 21.93 | 18.65 | |
| RoBalBackbone=WideResNet-34-10, Checkpoint Type=Best Checkpoint2024.03 | 50.08 | 23.04 | 18.84 | 19.3 | 21.87 | 17.9 | |
| AT-BSLBackbone=WideResNet-34-10, Checkpoint Type=Best Checkpoint2024.03 | 50.04 | 23.37 | 19.66 | 19.6 | 21.66 | 18.04 | |
| REATBackbone=WideResNet-34-10, Checkpoint Type=Last Checkpoint2024.03 | 49.22 | 20.89 | 16.57 | 17.08 | 20.89 | 15.49 | |
| AT-BSLBackbone=WideResNet-34-10, Checkpoint Type=Last Checkpoint2024.03 | 48.56 | 20.88 | 16.83 | 17.09 | 20.13 | 15.76 | |
| AWPBackbone=WideResNet-34-10, Checkpoint Type=Last Checkpoint2024.03 | 48.18 | 24.75 | 21.81 | 20.3 | 21.19 | 18.67 | |
| LAS-ATBackbone=WideResNet-34-10, Checkpoint Type=Last Checkpoint2024.03 | 46.54 | 22.84 | 19.65 | 18.18 | 18.38 | 17.01 | |
| RoBalBackbone=WideResNet-34-10, Checkpoint Type=Last Checkpoint2024.03 | 46.34 | 19.99 | 15.17 | 15.87 | 20.06 | 14.77 | |
| LAS-ATBackbone=WideResNet-34-10, Checkpoint Type=Best Checkpoint2024.03 | 45.86 | 23.3 | 20.02 | 18.67 | 18.79 | 17.35 | |
| AWPBackbone=WideResNet-34-10, Checkpoint Type=Best Checkpoint2024.03 | 45.66 | 25.89 | 23.88 | 21.87 | 22.1 | 20.56 | |
| ATBackbone=WideResNet-34-10, Checkpoint Type=Best Checkpoint2024.03 | 45.18 | 19.25 | 16.36 | 16.43 | 19 | 15.6 | |
| GAIRATBackbone=WideResNet-34-10, Checkpoint Type=Last Checkpoint2024.03 | 45.11 | 19.49 | 16.31 | 15.85 | 16.71 | 14.75 | |
| ATBackbone=WideResNet-34-10, Checkpoint Type=Last Checkpoint2024.03 | 44.86 | 19.01 | 15.65 | 15.89 | 19.12 | 15.08 | |
| MARTBackbone=WideResNet-34-10, Checkpoint Type=Last Checkpoint2024.03 | 43.67 | 22.84 | 19.88 | 18.8 | 19.45 | 17.77 | |
| TRADESBackbone=WideResNet-34-10, Checkpoint Type=Last Checkpoint2024.03 | 43.22 | 20.28 | 17.46 | 17.34 | 17.56 | 16.69 | |
| TRADESBackbone=WideResNet-34-10, Checkpoint Type=Best Checkpoint2024.03 | 41.71 | 21.91 | 19.85 | 18.46 | 18.39 | 17.91 | |
| MARTBackbone=WideResNet-34-10, Checkpoint Type=Best Checkpoint2024.03 | 41.32 | 25.01 | 23.27 | 20.89 | 20.77 | 19.98 | |
| GAIRATBackbone=WideResNet-34-10, Checkpoint Type=Best Checkpoint2024.03 | 36.41 | 18.87 | 17.31 | 16.07 | 16.13 | 14.77 |