Image Classification on CIFAR-10 (Adversarial Robustness FGSM, PGD, SparseFool, PAP)
57.46Benign AccuracyLorica
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LoricaBackbone=ViT-T/162025.06 | 57.46 | 52.32 | 53.19 | 52.97 | 52.98 | |
| SylvaBackbone=ViT-T/162025.06 | 55.92 | 50.02 | 52.45 | 50.25 | 49.58 | |
| FP-Gen-AFFederated Strategy=FedProx, Local Defense=Gen-AF, Backbone=ViT-T/162025.06 | 51.73 | 45.5 | 43.91 | 45.57 | 44.91 | |
| DBFATBackbone=ViT-T/162025.06 | 51.45 | 43.62 | 42.8 | 45.35 | 44.5 | |
| Per-LoRABackbone=ViT-T/162025.06 | 50.89 | 45.9 | 43.03 | 45.21 | 44.3 | |
| FA-Gen-AFFederated Strategy=FedAvg, Local Defense=Gen-AF, Backbone=ViT-T/162025.06 | 50.12 | 44.68 | 42.74 | 43.59 | 42.61 | |
| FP-TRADESFederated Strategy=FedProx, Local Defense=TRADES, Backbone=ViT-T/162025.06 | 49.58 | 44.9 | 42.69 | 43.53 | 42.1 | |
| FA-TRADESFederated Strategy=FedAvg, Local Defense=TRADES, Backbone=ViT-T/162025.06 | 48.24 | 43.1 | 42.58 | 44.15 | 41.48 | |
| Per-AdvBackbone=ViT-T/162025.06 | 39.96 | 41.93 | 41.32 | 46.5 | 42.77 | |
| FP-PGD-ATFederated Strategy=FedProx, Local Defense=PGD-AT, Backbone=ViT-T/162025.06 | 39.91 | 42.35 | 41.62 | 45.86 | 42.48 | |
| FA-PGD-ATFederated Strategy=FedAvg, Local Defense=PGD-AT, Backbone=ViT-T/162025.06 | 37.54 | 41.82 | 40.95 | 46.1 | 42.23 |