Image Classification on CIFAR-100 (Adversarial Robustness Evaluation: PGD, CW, SH, AA)
63.19Accuracy (Natural)iGAT_SoE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| iGAT_SoECombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 63.19 | 21.89 | 19.7 | 35.6 | 16.16 | |
| iGAT_DVERGECombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 63.14 | 23.2 | 22.5 | 33.56 | 18.59 | |
| DVERGECombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 63.09 | 20.04 | 20.01 | 32.74 | 17.27 | |
| iGAT_SoECombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 63.02 | 16.02 | 11.45 | 23.77 | 8.95 | |
| SoECombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 62.62 | 16 | 11.4 | 24.25 | 8.62 | |
| SoECombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 62.6 | 20.54 | 19.6 | 36.35 | 15.9 | |
| GALCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 61.72 | 22.04 | 21.6 | 31.97 | 18.01 | |
| iGAT_DVERGECombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 61.54 | 20.38 | 17.8 | 27.88 | 13.89 | |
| DVERGECombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 61.2 | 20.08 | 15.3 | 27.18 | 12.09 | |
| ADPCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 60.46 | 20.97 | 20.55 | 30.26 | 17.37 | |
| iGAT_ADPCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 60.17 | 22.23 | 20.75 | 30.46 | 17.88 | |
| iGAT_CLDLCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 59.63 | 18.78 | 18.2 | 29.49 | 14.36 | |
| GALCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 59.39 | 19.3 | 13.6 | 24.73 | 10.36 | |
| TRSCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 58.18 | 10.32 | 10.12 | 15.78 | 6.32 | |
| CLDLCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 58.09 | 18.47 | 18.01 | 29.33 | 15.52 | |
| TRSCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 57.21 | 9.98 | 9.23 | 14.21 | 4.34 | |
| iGAT_CLDLCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 56.91 | 20.76 | 14.09 | 20.43 | 5.2 | |
| iGAT_ADPCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 56.29 | 17.89 | 14.1 | 21.47 | 10.09 | |
| ADPCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 56.2 | 17.86 | 13.7 | 21.4 | 10.03 | |
| CLDLCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.10 | 55.51 | 18.89 | 13.07 | 22.14 | 4.51 |