Adversarial Robustness Evaluation on CIFAR-10-LT
81.92Clean AccuracyAT-BSL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AT-BSLImbalance Ratio (IR)=1002025.03 | 81.92 | 54.52 | 49.03 | 43.66 | 45.78 | — | |
| AT-BSLImbalance Ratio (IR)=502025.03 | 80.68 | 52.74 | 46.05 | 38.93 | 44.19 | — | |
| REATImbalance Ratio=102025.03 | 79.72 | 41.25 | 33.39 | 17.5 | 31.85 | — | |
| AT-BSLImbalance Ratio (IR)=202025.03 | 78.3 | 45.4 | 37.96 | 27.99 | 36.4 | — | |
| ATImbalance Ratio=102025.03 | 77.96 | 44.98 | 37.7 | 24.41 | 36.09 | — | |
| AT-BSLImbalance Ratio (IR)=102025.03 | 77.74 | 43.56 | 36.53 | 22.77 | 34.99 | — | |
| AT-BSLImbalance Ratio=102025.03 | 77.74 | 43.56 | 36.53 | 22.77 | 34.99 | — | |
| HEImbalance Ratio=102025.03 | 77.61 | 46.18 | 38.73 | 22.3 | 37.26 | — | |
| TAETImbalance Ratio (IR)=202025.03 | 77.57 | 47.66 | 41.69 | 55.51 | 39.9 | — | |
| TAETImbalance Ratio (IR)=502025.03 | 77.53 | 51.2 | 46.98 | 39.2 | 44.62 | — | |
| PlainBackbone=WideResNet-34-102021.04 | 77.16 | 7.01 | 0 | 0 | 0 | 0 | |
| ADTImbalance Ratio=102025.03 | 76.98 | 46.18 | 39.42 | 18.78 | 38.1 | — | |
| TAETImbalance Ratio (IR)=102025.03 | 76.31 | 44.37 | 38.17 | 53.61 | 37.1 | — | |
| TAETImbalance Ratio=102025.03 | 76.31 | 45.1 | 40.8 | 62.21 | 39.24 | — | |
| LAS-ATImbalance Ratio=102025.03 | 76.02 | 44.16 | 38.27 | 51.73 | 36.15 | — | |
| TRADESImbalance Ratio=102025.03 | 75.66 | 39.17 | 32.71 | 40.76 | 31.83 | — | |
| RoBal-NBackbone=WideResNet-34-10, Trade-off focus=Natural Accuracy2021.04 | 75.52 | 40.04 | 33.5 | 33.68 | 31.72 | 34.57 | |
| RoBal-RBackbone=WideResNet-34-10, Trade-off focus=Robust Accuracy2021.04 | 74.51 | 40.55 | 33.87 | 34.12 | 32.04 | 34.92 | |
| TAETImbalance Ratio (IR)=1002025.03 | 74.09 | 51.98 | 49.95 | 66.71 | 47.78 | — | |
| GAIRATImbalance Ratio=102025.03 | 71.49 | 41.77 | 36.87 | 54.6 | 33.79 | — | |
| MARTImbalance Ratio=102025.03 | 69.8 | 44.45 | 39.66 | 34.31 | 38.24 | — | |
| AVmixupBackbone=WideResNet-34-102021.04 | 66.97 | 33.9 | 28.4 | 26.43 | 24.39 | 29.67 | |
| ATBackbone=WideResNet-34-102021.04 | 62.33 | 33.57 | 29.3 | 30.31 | 28.15 | 30.02 | |
| MMABackbone=WideResNet-34-102021.04 | 61.51 | 36.4 | 29.29 | 29.59 | 25.91 | 30.38 | |
| HEBackbone=WideResNet-34-102021.04 | 58.47 | 35.17 | 31.73 | 29.96 | 28.45 | 32.26 | |
| TRADESBackbone=WideResNet-34-102021.04 | 54.29 | 32.8 | 30.2 | 29.58 | 28.94 | 30.53 |