Image Classification on Tiny-ImageNet (Adversarial Robustness)
47.86Clean AccuracyLAS-AWP
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LAS-AWPSteps=10, Type=Best2026.04 | 47.86 | 30.77 | 23.98 | 24.1 | 23.67 | 23.6 | 18.21 | 20.49 | 23.51 | |
| LAS-AWPSteps=10, Type=Final2026.04 | 47.86 | 30.77 | 23.98 | 24.1 | 23.67 | 23.6 | 18.21 | 20.49 | 23.51 | |
| N-FGSMSteps=1, Type=Best2026.04 | 46.06 | 24.72 | 16.67 | 16.74 | 16.21 | 16.02 | 12.71 | 14.96 | 16.22 | |
| N-FGSMSteps=1, Type=Final2026.04 | 46.06 | 24.72 | 16.67 | 16.74 | 16.21 | 16.02 | 12.71 | 14.96 | 16.22 | |
| GATSteps=1, Type=Best2026.04 | 46 | 23.04 | 14.96 | 15.16 | 14.51 | 14.33 | 10.82 | 13.27 | 14.38 | |
| GATSteps=1, Type=Final2026.04 | 45.57 | 22.1 | 14.38 | 14.56 | 14.03 | 13.85 | 10.26 | 12.71 | 13.9 | |
| FGSM-SDISteps=1, Type=Final2026.04 | 45.4 | 24.76 | 17.15 | 17.27 | 16.84 | 16.73 | 12.47 | 14.8 | 16.97 | |
| FGSM-PGISteps=1, Type=Final2026.04 | 45.13 | 28.11 | 21.43 | 21.51 | 21.19 | 21.07 | 14.86 | 16.86 | 21.14 | |
| OursSteps=1, Type=Final2026.04 | 44.83 | 29.74 | 23.4 | 23.64 | 23.24 | 23.07 | 15.94 | 17.85 | 22.95 | |
| FGSM-FreeSteps=-, Type=Best2026.04 | 44.15 | 25.18 | 17.81 | 17.95 | 17.47 | 17.31 | 13.67 | 15.82 | 17.32 | |
| FGSM-FreeSteps=-, Type=Final2026.04 | 44.15 | 25.18 | 17.81 | 17.95 | 17.47 | 17.31 | 13.67 | 15.82 | 17.32 | |
| TDATSteps=1, Type=Final2026.04 | 43.92 | 29.31 | 23.06 | 23.29 | 22.85 | 22.74 | 15.87 | 17.54 | 22.5 | |
| FGSM-SDISteps=1, Type=Best2026.04 | 43.71 | 26.84 | 20.48 | 20.6 | 20.26 | 20.11 | 15.43 | 17.16 | 20.13 | |
| FGSM-RSSteps=1, Type=Best2026.04 | 43.52 | 23.93 | 17.12 | 17.22 | 16.82 | 16.64 | 13.09 | 14.67 | 16.72 | |
| FGSM-RSSteps=1, Type=Final2026.04 | 43.52 | 23.93 | 17.12 | 17.22 | 16.82 | 16.64 | 13.09 | 14.67 | 16.72 | |
| OursSteps=1, Type=Best2026.04 | 43.44 | 29.34 | 24.3 | 24.35 | 24.09 | 24.06 | 16.85 | 18.8 | 23.85 | |
| FGSM-PGISteps=1, Type=Best2026.04 | 42.98 | 28.55 | 23.19 | 23.27 | 23.01 | 22.92 | 17 | 18.67 | 22.91 | |
| TDATSteps=1, Type=Best2026.04 | 42.51 | 29.44 | 23.78 | 23.98 | 23.63 | 23.56 | 16.64 | 18.21 | 23.28 | |
| MARTSteps=10, Type=Best2026.04 | 38.41 | 25.2 | 20.91 | 20.93 | 20.74 | 20.67 | 15.53 | 16.88 | 20.77 | |
| GradAlignSteps=1, Type=Best2026.04 | 38.22 | 22.85 | 17.13 | 17.2 | 16.86 | 16.79 | 12.64 | 14 | 16.85 | |
| GradAlignSteps=1, Type=Final2026.04 | 37.89 | 22.51 | 16.95 | 17.06 | 16.78 | 16.69 | 12.49 | 13.9 | 16.68 | |
| MARTSteps=10, Type=Final2026.04 | 36.83 | 18.02 | 12.25 | 12.36 | 12.01 | 11.93 | 9.26 | 10.36 | 12.02 |