Adversarial Robustness on ImageNet-A
Metric: Accuracy (higher is better)
Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DeiT-S (AdamW, Cosine) | 12.2 | No | Are Transformers More Robust Than CNNs? | 2021-11-10 | Code |
| 2 | ResNet-50 (SGD, Cosine) | 3.3 | No | Are Transformers More Robust Than CNNs? | 2021-11-10 | Code |
| 3 | ResNet-50 (SGD, Step) | 3.2 | No | Are Transformers More Robust Than CNNs? | 2021-11-10 | Code |
| 4 | ResNet-50 (AdamW, Cosine) | 3.1 | No | Are Transformers More Robust Than CNNs? | 2021-11-10 | Code |