Image Classification on CIFAR-10 (Orig, VNI, Square, AA)
91.29OrigZubov-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Zubov-NetPerturbation budget (epsilon)=16/2552025.09 | 91.29 | 23.11 | 24.91 | 6.84 | |
| Proj-NODEPerturbation budget (epsilon)=16/2552025.09 | 90.03 | 19.7 | 16.89 | 3.31 | |
| Zubov-Net (TRADES)Perturbation budget (epsilon)=16/2552025.09 | 88.81 | 58.43 | 47.24 | 25.81 | |
| LyaNetPerturbation budget (epsilon)=16/2552025.09 | 88.34 | 22.87 | 16.15 | 4.32 | |
| TRADESPerturbation budget (epsilon)=16/2552025.09 | 87.9 | 56.04 | 45.33 | 25.13 | |
| PGD-ATPerturbation budget (epsilon)=16/2552025.09 | 87.89 | 57.11 | 37.21 | 12.25 | |
| MARTPerturbation budget (epsilon)=16/2552025.09 | 87.42 | 55.17 | 42.3 | 24.64 |