Image Classification on CIFAR-100 (test) (Adversarial Robustness and Timing)
76.92SANatural Training
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Natural TrainingArchitecture=ResNet18, Step=-2026.01 | 76.92 | 0.02 | 0.02 | 0 | 0 | 0.92 | |
| FGSM-CKPTArchitecture=ResNet18, Step=12026.01 | 69.79 | 12.68 | 9.55 | 7.39 | 5.71 | 1.34 | |
| FGSM-CKPT + QUB-decreasingArchitecture=ResNet18, Step=12026.01 | 63.16 | 24.97 | 23.96 | 23.27 | 21.54 | 2.16 | |
| GATArchitecture=ResNet18, Step=12026.01 | 59.92 | 28.37 | 27.76 | 27.09 | 22.87 | 2.81 | |
| TRADESArchitecture=ResNet18, Step=102026.01 | 57.69 | 30.22 | 29.78 | 29.15 | 25.06 | 7.17 | |
| FGSM-UAPArchitecture=ResNet18, Step=12026.01 | 56.57 | 28.83 | 28.23 | 27.66 | 24.39 | 3.7 | |
| FGSM-GAArchitecture=ResNet18, Step=12026.01 | 56.38 | 28.37 | 27.55 | 26.98 | 23.43 | 3.03 | |
| FGSM-PGI(MEP)Architecture=ResNet18, Step=12026.01 | 55.69 | 29.21 | 28.55 | 28.23 | 24.48 | 2.83 | |
| PGD ATArchitecture=ResNet18, Step=102026.01 | 55.52 | 29.14 | 28.85 | 28.38 | 24.22 | 5.66 | |
| N-FGSMArchitecture=ResNet18, Step=12026.01 | 55.4 | 27.18 | 26.69 | 26.25 | 23.36 | 1.21 | |
| FGSM-UAP + QUB-decreasingArchitecture=ResNet18, Step=12026.01 | 55.01 | 29.28 | 29.13 | 28.76 | 25.15 | 4.25 | |
| NuATArchitecture=ResNet18, Step=12026.01 | 54.9 | 25.5 | 22.14 | 19.44 | 18.79 | 3.01 | |
| ELLE-AArchitecture=ResNet18, Step=12026.01 | 54.36 | 25.53 | 24.8 | 23.92 | 21.03 | 1.15 | |
| FGSM-PGI(MEP) + QUB-decreasingArchitecture=ResNet18, Step=12026.01 | 53.68 | 29.78 | 29.2 | 28.77 | 24.92 | 3.46 | |
| PGD AT + QUB-decreasingArchitecture=ResNet18, Step=102026.01 | 53.49 | 29.98 | 29.61 | 29.25 | 25.4 | 6.29 | |
| ELLE-A + QUB-decreasingArchitecture=ResNet18, Step=12026.01 | 52.13 | 27.39 | 26.81 | 26.39 | 22.93 | 1.3 | |
| N-FGSM + QUB-decreasingArchitecture=ResNet18, Step=12026.01 | 51.99 | 30.46 | 30.14 | 29.78 | 25.82 | 1.97 | |
| FGSM-GA + QUB-decreasingArchitecture=ResNet18, Step=12026.01 | 51.11 | 29.09 | 29.46 | 29.12 | 25.11 | 3.28 | |
| Free-ATArchitecture=ResNet18, Step=12026.01 | 48.42 | 23.27 | 22.85 | 22.56 | 19.03 | 0.3 | |
| FGSM-RSArchitecture=ResNet18, Step=12026.01 | 45.39 | 19.98 | 19.41 | 18.87 | 15.93 | 1.16 | |
| Free-AT + QUB-decreasingArchitecture=ResNet18, Step=12026.01 | 44.36 | 23.85 | 23.61 | 23.49 | 19.71 | 0.56 | |
| FGSM-RS + QUB-decreasingArchitecture=ResNet18, Step=12026.01 | 33.57 | 19.86 | 18.62 | 18.48 | 15.16 | 1.6 |