Adversarial Robustness Evaluation on TinyImageNet (test)
63.27Standard AccuracyNatural Training
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Natural TrainingStep=-, Architecture=PreActResNet18, Time (h)=2.062026.01 | 63.27 | 0.01 | 0.01 | 0 | 0 | |
| FGSM-CKPTStep=1, Architecture=PreActResNet18, Time (h)=4.162026.01 | 57.93 | 11.68 | 10.49 | 9.89 | 9.07 | |
| NuATStep=1, Architecture=PreActResNet18, Time (h)=5.722026.01 | 53.97 | 18.25 | 17.52 | 17.06 | 13.5 | |
| FGSM-CKPT + QUB-decreasingStep=1, Architecture=PreActResNet18, Time (h)=5.592026.01 | 52.11 | 19.13 | 18.33 | 17.83 | 15.19 | |
| GATStep=1, Architecture=PreActResNet18, Time (h)=6.112026.01 | 49.75 | 17.71 | 17.3 | 16.93 | 12.62 | |
| FGSM-RSStep=1, Architecture=PreActResNet18, Time (h)=3.392026.01 | 48.14 | 20.54 | 19.98 | 19.67 | 16.39 | |
| TRADESStep=10, Architecture=PreActResNet18, Time (h)=16.552026.01 | 46.7 | 21.76 | 21.56 | 21.38 | 16.33 | |
| FGSM-UAPStep=1, Architecture=PreActResNet18, Time (h)=4.882026.01 | 46.25 | 21.86 | 21.53 | 21.36 | 17.26 | |
| FGSM-GAStep=1, Architecture=PreActResNet18, Time (h)=18.732026.01 | 44.98 | 21.25 | 20.75 | 20.52 | 16.46 | |
| N-FGSMStep=1, Architecture=PreActResNet18, Time (h)=2.662026.01 | 44.96 | 21.2 | 20.8 | 20.52 | 16.7 | |
| ELLE-AStep=1, Architecture=PreActResNet18, Time (h)=5.982026.01 | 43.95 | 17.62 | 16.91 | 16.34 | 13.42 | |
| FGSM-PGI(MEP) + QUB-decreasingStep=1, Architecture=PreActResNet18, Time (h)=7.022026.01 | 43.32 | 23.79 | 23.4 | 23.38 | 18.03 | |
| PGD ATStep=10, Architecture=PreActResNet18, Time (h)=11.292026.01 | 43.15 | 21.93 | 21.67 | 21.44 | 17.44 | |
| FGSM-PGI(MEP)Step=1, Architecture=PreActResNet18, Time (h)=5.512026.01 | 42.72 | 23.63 | 23.35 | 23.07 | 17.58 | |
| FGSM-UAP + QUB-decreasingStep=1, Architecture=PreActResNet18, Time (h)=6.282026.01 | 42.45 | 22.49 | 22.2 | 21.94 | 17.71 | |
| N-FGSM + QUB-decreasingStep=1, Architecture=PreActResNet18, Time (h)=3.792026.01 | 41.97 | 21.67 | 21.31 | 21.1 | 17.18 | |
| ELLE-A + QUB-decreasingStep=1, Architecture=PreActResNet18, Time (h)=6.962026.01 | 41.97 | 21.67 | 21.31 | 21.1 | 17.18 | |
| PGD AT + QUB-decreasingStep=10, Architecture=PreActResNet18, Time (h)=13.162026.01 | 41 | 22.94 | 22.75 | 22.61 | 18.38 | |
| FGSM-GA + QUB-decreasingStep=1, Architecture=PreActResNet18, Time (h)=19.952026.01 | 38.39 | 21.87 | 21.57 | 21.33 | 17.21 | |
| Free-ATStep=1, Architecture=PreActResNet18, Time (h)=1.292026.01 | 36.32 | 16.22 | 16.04 | 15.91 | 12.03 | |
| Free-AT + QUB-decreasingStep=1, Architecture=PreActResNet18, Time (h)=2.522026.01 | 31.34 | 16.59 | 16.47 | 16.38 | 12.51 | |
| FGSM-RS + QUB-decreasingStep=1, Architecture=PreActResNet18, Time (h)=5.102026.01 | 29.47 | 16.02 | 15.89 | 15.77 | 11.73 |