Adversarial Robustness Summary (Avg/Worst-Class) on CIFAR-100 (test)
58.5Avg Clean AccTRADES + FAALAT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TRADES + FAALATBackbone=ResNet-18, Protocol=Fine-tuning, Fine-tuning Protocol=FAALAT2024.02 | 58.5 | 21 | 21.91 | 2 | |
| TRADES + FAALAT-AWPBackbone=ResNet-18, Protocol=Fine-tuning, Fine-tuning Protocol=FAALAT-AWP2024.02 | 58.41 | 19 | 23.44 | 2 | |
| FAALATBackbone=ResNet-18, Protocol=Full Training2024.02 | 56.84 | 16 | 21.85 | 3 | |
| FAALTRADESBackbone=ResNet-18, Protocol=Full Training2024.02 | 55.87 | 21 | 23.57 | 3 | |
| CFATRADESBackbone=ResNet-18, Protocol=Full Training2024.02 | 55.57 | 23 | 24.56 | 2 | |
| TRADES + FAALTRADESBackbone=ResNet-18, Protocol=Fine-tuning, Fine-tuning Protocol=FAALTRADES2024.02 | 54.96 | 18 | 22.71 | 2 | |
| TRADES + FAALTRADES-AWPBackbone=ResNet-18, Protocol=Fine-tuning, Fine-tuning Protocol=FAALTRADES-AWP2024.02 | 54.9 | 18 | 23.25 | 2 | |
| TRADESBackbone=ResNet-18, Protocol=Adversarial Training2024.02 | 54.57 | 19 | 23.57 | 1 | |
| WATTRADESBackbone=ResNet-18, Protocol=Full Training2024.02 | 53.99 | 19 | 22.89 | 3 | |
| TRADES + FRL-RWRM0.05Backbone=ResNet-18, Protocol=Fine-tuning, Fine-tuning Protocol=FRL-RWRM0.052024.02 | 52.55 | 22 | 21.11 | 2 |