Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Mixed classifier | 95.23 | Yes | Improving the Accuracy-Robustness Trade-Off of C... | 2023-01-29 | Code |
| 2 | Stochastic-LWTA/PGD/WideResNet-34-10 | 92.26 | No | Stochastic Local Winner-Takes-All Networks Enabl... | 2021-12-05 | Code |
| 3 | Stochastic-LWTA/PGD/WideResNet-34-5 | 91.88 | No | Stochastic Local Winner-Takes-All Networks Enabl... | 2021-12-05 | Code |
| 4 | GLOT-DR | 84.13 | No | Global-Local Regularization Via Distributional R... | 2022-03-01 | Code |
| 5 | TRADES-ANCRA/ResNet18 | 81.7 | No | Enhancing Robust Representation in Adversarial T... | 2023-10-05 | Code |