Efficiency Metrics on CIFAR-100 (Robustness Estimation)
2.54Inference Wall-Clock Time (s)PR-Gaussian
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PR-GaussianModel=ResNet182025.11 | 2.54 | — | |
| PR-UniformModel=ResNet182025.11 | 2.54 | — | |
| PR-LaplaceModel=ResNet182025.11 | 2.63 | — | |
| AR-CWModel=ResNet182025.11 | 2.7 | — | |
| AR-PGDModel=ResNet182025.11 | 3.04 | — | |
| NPPRModel=ResNet182025.11 | 3.98 | 64.62 | |
| AR-CWModel=ResNet502025.11 | 7.83 | — | |
| AR-PGDModel=ResNet502025.11 | 8.21 | — | |
| PR-GaussianModel=ResNet502025.11 | 9.5 | — | |
| PR-UniformModel=ResNet502025.11 | 9.56 | — | |
| PR-LaplaceModel=ResNet502025.11 | 9.66 | — | |
| AR-CWModel=VGG162025.11 | 11.17 | — | |
| NPPRModel=ResNet502025.11 | 11.34 | 154.41 | |
| AR-PGDModel=VGG162025.11 | 11.4 | — | |
| AR-CWModel=WRN502025.11 | 13.45 | — | |
| AR-PGDModel=WRN502025.11 | 13.78 | — | |
| PR-GaussianModel=WRN502025.11 | 14.21 | — | |
| PR-UniformModel=WRN502025.11 | 14.22 | — | |
| PR-LaplaceModel=WRN502025.11 | 14.31 | — | |
| PR-GaussianModel=VGG162025.11 | 14.56 | — | |
| PR-UniformModel=VGG162025.11 | 14.6 | — | |
| PR-LaplaceModel=VGG162025.11 | 14.81 | — | |
| NPPRModel=WRN502025.11 | 16.34 | 229.04 | |
| NPPRModel=VGG162025.11 | 16.49 | 195.08 | |
| AR-AAModel=ResNet502025.11 | 79.04 | — | |
| AR-AAModel=VGG162025.11 | 96.23 | — | |
| AR-AAModel=ResNet182025.11 | 96.42 | — | |
| AR-AAModel=WRN502025.11 | 120.93 | — |