Image Classification on CIFAR-10 (Adversarial Robustness Suite)
86.45Clean AccuracyDrNAS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DrNASTraining Mode=Adversarially-trained, Search Space=DARTS2023.06 | 86.45 | 54.66 | 6.44 | 85.86 | 79.64 | 52.4 | 55.6 | |
| PC-DARTSTraining Mode=Adversarially-trained, Search Space=DARTS2023.06 | 86.02 | 52.16 | 9.85 | 86 | 79.32 | 48.82 | 55.23 | |
| AdvRushTraining Mode=Adversarially-trained, Search Space=DARTS2023.06 | 85.98 | 53.89 | 6.68 | 84.81 | 79.61 | 51.88 | 55.57 | |
| CRoZeTraining Mode=Adversarially-trained, Search Space=DARTS2023.06 | 84.28 | 52.17 | 19.13 | 83.43 | 76.85 | 48.14 | 55.94 | |
| GradNormTraining Mode=Adversarially-trained, Search Space=DARTS2023.06 | 81.61 | 49.86 | 12.02 | 77.18 | 73.27 | 46.69 | 51.61 | |
| RobNetTraining Mode=Adversarially-trained, Search Space=DARTS2023.06 | 80.53 | 50.62 | 22.91 | 80.85 | 77.79 | 46.34 | 55.7 | |
| SynFlowTraining Mode=Adversarially-trained, Search Space=DARTS2023.06 | 77.08 | 45.95 | 26.5 | 75.78 | 74.14 | 42.45 | 52.96 |