Robustness Estimation Efficiency on TinyImageNet
5.78Inference Time (s)AR-CW
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AR-CWModel=ResNet182025.11 | 5.78 | — | |
| AR-PGDModel=ResNet182025.11 | 6.11 | — | |
| PR-GaussianModel=ResNet182025.11 | 6.57 | — | |
| PR-UniformModel=ResNet182025.11 | 6.59 | — | |
| PR-LaplaceModel=ResNet182025.11 | 6.93 | — | |
| NPPRModel=ResNet182025.11 | 8.36 | 203.23 | |
| AR-CWModel=ResNet502025.11 | 18.04 | — | |
| AR-PGDModel=ResNet502025.11 | 18.37 | — | |
| PR-GaussianModel=ResNet502025.11 | 20.98 | — | |
| PR-UniformModel=ResNet502025.11 | 21.03 | — | |
| PR-LaplaceModel=ResNet502025.11 | 21.39 | — | |
| NPPRModel=ResNet502025.11 | 23.6 | 565.14 | |
| AR-CWModel=VGG162025.11 | 28.1 | — | |
| AR-PGDModel=VGG162025.11 | 28.66 | — | |
| AR-CWModel=WRN502025.11 | 29.66 | — | |
| AR-PGDModel=WRN502025.11 | 30.28 | — | |
| PR-UniformModel=WRN502025.11 | 34.26 | — | |
| PR-GaussianModel=WRN502025.11 | 34.29 | — | |
| PR-LaplaceModel=WRN502025.11 | 34.56 | — | |
| NPPRModel=WRN502025.11 | 37.16 | 907.58 | |
| AR-AAModel=ResNet182025.11 | 40.08 | — | |
| PR-GaussianModel=VGG162025.11 | 40.41 | — | |
| PR-UniformModel=VGG162025.11 | 40.56 | — | |
| PR-LaplaceModel=VGG162025.11 | 41.03 | — | |
| NPPRModel=VGG162025.11 | 43.73 | 994.21 | |
| AR-AAModel=ResNet502025.11 | 143.27 | — | |
| AR-AAModel=VGG162025.11 | 225.54 | — | |
| AR-AAModel=WRN502025.11 | 244.73 | — |