Classification on CIFAR-10 (Robust Accuracy)
94.1Robust AccuracyVanilla
Evaluation Results
| Method | Links | |
|---|---|---|
| VanillaPerturbation scale (ε)=clean2021.04 | 94.1 | |
| DVERGEPerturbation scale (ε)=clean2021.04 | 91.9 | |
| ADPPerturbation scale (ε)=clean2021.04 | 91.6 | |
| GALPerturbation scale (ε)=clean2021.04 | 88.3 | |
| TRSPerturbation scale (ε)=clean2021.04 | 86.7 | |
| DVERGEPerturbation scale (ε)=0.012021.04 | 83.3 | |
| TRSPerturbation scale (ε)=0.012021.04 | 82.3 | |
| TRSPerturbation scale (ε)=0.022021.04 | 76.1 | |
| GALPerturbation scale (ε)=0.012021.04 | 74.6 | |
| DVERGEPerturbation scale (ε)=0.022021.04 | 69 | |
| TRSPerturbation scale (ε)=0.032021.04 | 65.8 | |
| GALPerturbation scale (ε)=0.022021.04 | 58.9 | |
| TRSPerturbation scale (ε)=0.042021.04 | 55 | |
| DVERGEPerturbation scale (ε)=0.032021.04 | 49.8 | |
| TRSPerturbation scale (ε)=0.052021.04 | 45.5 | |
| GALPerturbation scale (ε)=0.032021.04 | 39.1 | |
| TRSPerturbation scale (ε)=0.062021.04 | 35.8 | |
| DVERGEPerturbation scale (ε)=0.042021.04 | 28.2 | |
| TRSPerturbation scale (ε)=0.072021.04 | 26.7 | |
| GALPerturbation scale (ε)=0.042021.04 | 22 | |
| ADPPerturbation scale (ε)=0.012021.04 | 20.7 | |
| DVERGEPerturbation scale (ε)=0.052021.04 | 14.4 | |
| GALPerturbation scale (ε)=0.052021.04 | 11.3 | |
| VanillaPerturbation scale (ε)=0.012021.04 | 10 | |
| GALPerturbation scale (ε)=0.062021.04 | 5.2 | |
| DVERGEPerturbation scale (ε)=0.062021.04 | 4 | |
| GALPerturbation scale (ε)=0.072021.04 | 2.1 | |
| DVERGEPerturbation scale (ε)=0.072021.04 | 0.8 | |
| ADPPerturbation scale (ε)=0.022021.04 | 0.5 | |
| VanillaPerturbation scale (ε)=0.022021.04 | 0.1 | |
| VanillaPerturbation scale (ε)=0.032021.04 | 0 | |
| VanillaPerturbation scale (ε)=0.042021.04 | 0 | |
| VanillaPerturbation scale (ε)=0.052021.04 | 0 | |
| VanillaPerturbation scale (ε)=0.062021.04 | 0 | |
| VanillaPerturbation scale (ε)=0.072021.04 | 0 | |
| ADPPerturbation scale (ε)=0.032021.04 | 0 | |
| ADPPerturbation scale (ε)=0.042021.04 | 0 | |
| ADPPerturbation scale (ε)=0.052021.04 | 0 | |
| ADPPerturbation scale (ε)=0.062021.04 | 0 | |
| ADPPerturbation scale (ε)=0.072021.04 | 0 |