Image Classification on CIFAR-10 (test) (Acc_n/Acc_r Reporting)
95.8Normalized Accuracy (Acc_n)Baseline
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BaselineAttack=None2020.11 | 95.8 | 0 | |
| LBGAT+TRADESalpha=0, Attack=AA, Backbone=WRN-34-202020.11 | 88.7 | 53.58 | |
| TRADESalpha=1, Attack=FGSM20(PGD), Backbone=ResNet182020.11 | 88.64 | 49.14 | |
| TRADESalpha=1, Attack=CW20(PGD), Backbone=ResNet182020.11 | 88.64 | 50.93 | |
| TRADESalpha=1, Attack=AA, Backbone=ResNet182020.11 | 88.64 | 48.11 | |
| LBGAT+TRADESalpha=0, Attack=FGSM20(PGD), Backbone=ResNet182020.11 | 88.22 | 57.55 | |
| LBGAT+TRADESalpha=0, Attack=CW20(PGD), Backbone=ResNet182020.11 | 88.22 | 56.38 | |
| LBGAT+TRADESalpha=0, Attack=AA, Backbone=ResNet182020.11 | 88.22 | 52.86 | |
| LBGAT+ALPAttack=FGSM20(PGD), Backbone=ResNet182020.11 | 85.05 | 57.6 | |
| LBGAT+ALPAttack=CW20(PGD), Backbone=ResNet182020.11 | 85.05 | 55.78 | |
| TRADESalpha=6, Attack=FGSM20(PGD), Backbone=ResNet182020.11 | 84.92 | 56.61 | |
| TRADESalpha=6, Attack=CW20(PGD), Backbone=ResNet182020.11 | 84.92 | 54.98 | |
| TRADESalpha=6, Attack=AA, Backbone=ResNet182020.11 | 84.92 | 52.64 | |
| LBGAT+TRADESalpha=6, Attack=AA, Backbone=WRN-34-202020.11 | 83.61 | 54.45 | |
| LBGAT+TRADESalpha=6, Attack=FGSM20(PGD), Backbone=ResNet182020.11 | 81.98 | 57.78 | |
| LBGAT+TRADESalpha=6, Attack=CW20(PGD), Backbone=ResNet182020.11 | 81.98 | 55.53 | |
| LBGAT+TRADESalpha=6, Attack=AA, Backbone=ResNet182020.11 | 81.98 | 53.14 |