Image Classification on CIFAR-100 (Adversarial Robustness: BA, FGSM, PGD, SparseFool, PAP)
25.86Benign Accuracy (BA)Lorica
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LoricaBackbone=ViT-T/162025.06 | 25.86 | 25.57 | 26.44 | 26.71 | 27.88 | |
| SylvaBackbone=ViT-T/162025.06 | 24.92 | 25.12 | 24.82 | 26.25 | 27.15 | |
| FP-TRADESFederated Strategy=FedProx, Local Defense=TRADES, Backbone=ViT-T/162025.06 | 23.41 | 22.78 | 23.75 | 25.18 | 24.05 | |
| DBFATBackbone=ViT-T/162025.06 | 23.28 | 23.89 | 23.98 | 25.5 | 26.88 | |
| Per-LoRABackbone=ViT-T/162025.06 | 23.27 | 24.2 | 23.75 | 24.89 | 25.06 | |
| FP-Gen-AFFederated Strategy=FedProx, Local Defense=Gen-AF, Backbone=ViT-T/162025.06 | 23.18 | 24.1 | 23.99 | 25.95 | 25.3 | |
| FA-TRADESFederated Strategy=FedAvg, Local Defense=TRADES, Backbone=ViT-T/162025.06 | 22.6 | 23.52 | 22.11 | 23.77 | 23.91 | |
| FA-Gen-AFFederated Strategy=FedAvg, Local Defense=Gen-AF, Backbone=ViT-T/162025.06 | 22.39 | 24 | 23.12 | 24.3 | 23.68 | |
| Per-AdvBackbone=ViT-T/162025.06 | 14.65 | 23.87 | 22.64 | 23.85 | 24.04 | |
| FP-PGD-ATFederated Strategy=FedProx, Local Defense=PGD-AT, Backbone=ViT-T/162025.06 | 14.02 | 24.45 | 24.18 | 26.12 | 24.9 | |
| FA-PGD-ATFederated Strategy=FedAvg, Local Defense=PGD-AT, Backbone=ViT-T/162025.06 | 11.89 | 24.32 | 23.75 | 25.92 | 24.7 |