Image Classification on CIFAR-100 (Adversarial Attack Robustness Evaluation)
60.1Natural AccuracyANCRA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ANCRAbase_defense=MART2023.10 | 60.1 | 58.4 | 58.74 | 59.41 | 35.05 | 52.9 | |
| ANCRAbase_defense=PGD-AT2023.10 | 59.73 | 58.1 | 58.45 | 58.58 | 34.44 | 52.39 | |
| S2Oplus_variant=true2023.10 | 58.45 | 30.58 | — | — | — | 30.58 | |
| SATplus_variant=true2023.10 | 57.81 | 24.07 | 29.09 | 23.69 | 21.8 | 24.66 | |
| FairARDplus_variant=true2023.10 | 57.08 | 29.38 | 32.87 | 26.92 | 25.55 | 28.68 | |
| PGD-AT2023.10 | 56.21 | 19.41 | 30 | 41.76 | 17.76 | 27.23 | |
| AWP2023.10 | 54.53 | 27.35 | 34.47 | 44.91 | 21.98 | 31.18 | |
| ANCRAbase_defense=TRADES2023.10 | 53.73 | 51.24 | 52.17 | 52.55 | 35.81 | 47.94 | |
| TRADES2023.10 | 53.46 | 25.37 | 32.97 | 43.59 | 21.35 | 30.82 | |
| MART2023.10 | 53.26 | 25.06 | 33.35 | 38.07 | 21.04 | 29.38 | |
| SAT2023.10 | 42.55 | 23.3 | 28.36 | 41.03 | 18.73 | 27.86 | |
| S2O2023.10 | 26.66 | 13.11 | 16.83 | 43 | 21 | 23.49 |