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ResearchFormerly WizWand

Image Classification on SVHN (test) (PGD20, PGD40, AA Robustness)

97.75Accuracy (Clean)TRADES(S)
92.841294.115695.3996.6644Mar 26, 2024Jul 11, 2024Oct 26, 2024Feb 10, 2025May 28, 2025Sep 12, 2025Dec 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
TRADES(S)Backbone=WRN-28-10 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0397.7574.9869.115.77
TRADESBackbone=WRN-28-10 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0397.6959.5754.7515.17
TRADES+LOREBackbone=WRN-28-10 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0397.6643.4437.5110.79
TRADES+LOREBackbone=PreResNet18 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0397.3955.6547.339.64
TRADES(S)+LOREBackbone=WRN-28-10 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0397.3657.7150.5816.36
TRADES(S)+SLOREBackbone=WRN-28-10 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0397.3170.1765.1911.27
MARTBackbone=WRN-28-10 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0397.2352.3449.8922.89
TRADES(S)+SLOREBackbone=PreResNet18 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0397.0177.7373.3843.48
TRADESBackbone=PreResNet18 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0396.5756.7453.8436.21
TRADES(S)+LOREBackbone=PreResNet18 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0396.4465.2561.8237.65
MART+LOREBackbone=WRN-28-10 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0396.372.1670.769.03
TRADES(S)Backbone=PreResNet18 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0396.269.9166.6441.38
TRADES+SLOREBackbone=PreResNet18 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0396.1461.257.8538.58
TRADES+SLOREBackbone=WRN-28-10 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0395.6768.3567.0149.25
adv-comp-sumBackbone=WRN-34-202025.1293.98—62.9758.13
MART+SLOREBackbone=WRN-28-10 (Swish), Training Augmentation=1x10^6 EDM-generated images2024.0393.9764.2263.8253.26
Gowal et al. (2020)Backbone=WRN-34-202025.1293.03—61.0157.84