List your company
ResearchFormerly WizWand

Image Classification on CIFAR-100 (Adversarial Robustness: BA, FGSM, PGD, SparseFool, PAP)

25.86Benign Accuracy (BA)Lorica
11.331215.103118.87522.6469Jun 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
LoricaBackbone=ViT-T/162025.0625.8625.5726.4426.7127.88
SylvaBackbone=ViT-T/162025.0624.9225.1224.8226.2527.15
FP-TRADESFederated Strategy=FedProx, Local Defense=TRADES, Backbone=ViT-T/162025.0623.4122.7823.7525.1824.05
DBFATBackbone=ViT-T/162025.0623.2823.8923.9825.526.88
Per-LoRABackbone=ViT-T/162025.0623.2724.223.7524.8925.06
FP-Gen-AFFederated Strategy=FedProx, Local Defense=Gen-AF, Backbone=ViT-T/162025.0623.1824.123.9925.9525.3
FA-TRADESFederated Strategy=FedAvg, Local Defense=TRADES, Backbone=ViT-T/162025.0622.623.5222.1123.7723.91
FA-Gen-AFFederated Strategy=FedAvg, Local Defense=Gen-AF, Backbone=ViT-T/162025.0622.392423.1224.323.68
Per-AdvBackbone=ViT-T/162025.0614.6523.8722.6423.8524.04
FP-PGD-ATFederated Strategy=FedProx, Local Defense=PGD-AT, Backbone=ViT-T/162025.0614.0224.4524.1826.1224.9
FA-PGD-ATFederated Strategy=FedAvg, Local Defense=PGD-AT, Backbone=ViT-T/162025.0611.8924.3223.7525.9224.7