Model Efficiency on CIFAR-10 (Inference and Training Time)
2.55Inference Time (s)PR-Gaussian
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PR-GaussianModel=ResNet182025.11 | 2.55 | — | |
| PR-UniformModel=ResNet182025.11 | 2.55 | — | |
| PR-LaplaceModel=ResNet182025.11 | 2.63 | — | |
| AR-CWModel=ResNet182025.11 | 2.7 | — | |
| AR-PGDModel=ResNet182025.11 | 2.96 | — | |
| NPPRModel=ResNet182025.11 | 3.96 | 69.45 | |
| AR-CWModel=ResNet502025.11 | 7.93 | — | |
| AR-PGDModel=ResNet502025.11 | 8.25 | — | |
| PR-GaussianModel=ResNet502025.11 | 9.52 | — | |
| PR-UniformModel=ResNet502025.11 | 9.57 | — | |
| PR-LaplaceModel=ResNet502025.11 | 9.65 | — | |
| AR-CWModel=VGG162025.11 | 11.01 | — | |
| AR-PGDModel=VGG162025.11 | 11.23 | — | |
| NPPRModel=ResNet502025.11 | 11.34 | 154.78 | |
| AR-CWModel=WRN502025.11 | 13.4 | — | |
| AR-PGDModel=WRN502025.11 | 13.76 | — | |
| PR-GaussianModel=WRN502025.11 | 14.07 | — | |
| PR-UniformModel=WRN502025.11 | 14.07 | — | |
| PR-GaussianModel=VGG162025.11 | 14.11 | — | |
| PR-LaplaceModel=WRN502025.11 | 14.16 | — | |
| PR-UniformModel=VGG162025.11 | 14.16 | — | |
| PR-LaplaceModel=VGG162025.11 | 14.28 | — | |
| NPPRModel=WRN502025.11 | 16.15 | 226.24 | |
| NPPRModel=VGG162025.11 | 16.31 | 207.23 | |
| AR-AAModel=ResNet182025.11 | 30.2 | — | |
| AR-AAModel=ResNet502025.11 | 78.18 | — | |
| AR-AAModel=VGG162025.11 | 106.8 | — | |
| AR-AAModel=WRN502025.11 | 127.12 | — |