Adversarial Robustness Evaluation on CIFAR-100 (test) (Metrics: Clean, CC, FGSM, HRS)
76.95Clean AccuracyPC-DARTS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PC-DARTSTraining-free NAS=false, Params (M)=3.6, Search Time (GPU sec)=83552023.06 | 76.95 | 50.02 | 7.68 | 13.96 | |
| RobNetTraining-free NAS=false, Params (M)=5.44, Search Time (GPU sec)=2740622023.06 | 76.4 | 49.77 | 7.5 | 13.65 | |
| SynFlowTraining-free NAS=true, Params (M)=4.42, Search Time (GPU sec)=97762023.06 | 76.23 | 49.6 | 9.01 | 16.11 | |
| DrNASTraining-free NAS=false, Params (M)=4.1, Search Time (GPU sec)=468572023.06 | 75.49 | 49.18 | 8.14 | 14.69 | |
| CRoZeTraining-free NAS=true, Params (M)=4.72, Search Time (GPU sec)=174572023.06 | 75.46 | 49.33 | 9.75 | 17.26 | |
| AdvRushTraining-free NAS=false, Params (M)=4.2, Search Time (GPU sec)=2512452023.06 | 74.48 | 48.27 | 7.46 | 13.55 | |
| GradNormTraining-free NAS=true, Params (M)=3.83, Search Time (GPU sec)=95542023.06 | 68.52 | 43.69 | 6.87 | 12.44 |