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ResearchFormerly WizWand

Image Classification on CIFAR-10 (test) (Acc_n/Acc_r Reporting)

95.8Normalized Accuracy (Acc_n)Baseline
81.427285.158688.8992.6214Nov 23, 2020
Updated 8mo ago

Evaluation results

MethodLinks
BaselineAttack=None2020.1195.80
LBGAT+TRADESalpha=0, Attack=AA, Backbone=WRN-34-202020.1188.753.58
TRADESalpha=1, Attack=FGSM20(PGD), Backbone=ResNet182020.1188.6449.14
TRADESalpha=1, Attack=CW20(PGD), Backbone=ResNet182020.1188.6450.93
TRADESalpha=1, Attack=AA, Backbone=ResNet182020.1188.6448.11
LBGAT+TRADESalpha=0, Attack=FGSM20(PGD), Backbone=ResNet182020.1188.2257.55
LBGAT+TRADESalpha=0, Attack=CW20(PGD), Backbone=ResNet182020.1188.2256.38
LBGAT+TRADESalpha=0, Attack=AA, Backbone=ResNet182020.1188.2252.86
LBGAT+ALPAttack=FGSM20(PGD), Backbone=ResNet182020.1185.0557.6
LBGAT+ALPAttack=CW20(PGD), Backbone=ResNet182020.1185.0555.78
TRADESalpha=6, Attack=FGSM20(PGD), Backbone=ResNet182020.1184.9256.61
TRADESalpha=6, Attack=CW20(PGD), Backbone=ResNet182020.1184.9254.98
TRADESalpha=6, Attack=AA, Backbone=ResNet182020.1184.9252.64
LBGAT+TRADESalpha=6, Attack=AA, Backbone=WRN-34-202020.1183.6154.45
LBGAT+TRADESalpha=6, Attack=FGSM20(PGD), Backbone=ResNet182020.1181.9857.78
LBGAT+TRADESalpha=6, Attack=CW20(PGD), Backbone=ResNet182020.1181.9855.53
LBGAT+TRADESalpha=6, Attack=AA, Backbone=ResNet182020.1181.9853.14