Image Classification on MNIST (test) (Adversarial Robustness: NAT, PGD, AA)
99.24NAT (Natural Accuracy)Generalist
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GeneralistBackbone=ResNet-18, Maximum perturbation (ε)=0.32023.03 | 99.24 | 96.14 | 92.3 | |
| FATBackbone=ResNet-18, Maximum perturbation (ε)=0.32023.03 | 99.18 | 93.54 | 90.04 | |
| TRADESBackbone=ResNet-18, Maximum perturbation (ε)=0.32023.03 | 99.07 | 94.45 | 92.17 |