Certified Robust Classification on CIFAR-10 official (test)
0.737ACRSmoothMix + One-step adversary
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SmoothMix + One-step adversarysigma=0.50, Backbone=ResNet-110, One-step adversary=true2021.11 | 0.737 | 61.8 | 55.9 | 49.5 | 43.3 | 37.2 | 31.7 | 25.7 | 19.8 | |
| Consistencysigma=0.50, Backbone=ResNet-1102021.11 | 0.72 | 64.3 | 57.5 | 50.6 | 43.2 | 36.2 | 29.5 | 22.8 | 16.1 | |
| SmoothMixsigma=0.50, Backbone=ResNet-110, One-step adversary=false2021.11 | 0.715 | 65 | 56.7 | 49.2 | 41.2 | 34.5 | 29.6 | 23.5 | 18.1 | |
| MACERsigma=0.50, Backbone=ResNet-110, Evaluated from official pre-trained models=true2021.11 | 0.691 | 64.2 | 57.5 | 49.9 | 42.3 | 34.8 | 27.6 | 20.2 | 12.6 | |
| SmoothAdvsigma=0.50, Backbone=ResNet-110, Evaluated from official pre-trained models=true2021.11 | 0.684 | 65.3 | 57.8 | 49.9 | 41.7 | 33.7 | 26 | 19.5 | 12.9 | |
| SmoothMixsigma=0.25, Backbone=ResNet-110, One-step adversary=false2021.11 | 0.553 | 77.1 | 67.9 | 57.9 | 46.7 | 0 | 0 | 0 | 0 | |
| Consistencysigma=0.25, Backbone=ResNet-1102021.11 | 0.552 | 75.8 | 67.6 | 58.1 | 46.7 | 0 | 0 | 0 | 0 | |
| SmoothMix + One-step adversarysigma=0.25, Backbone=ResNet-110, One-step adversary=true2021.11 | 0.548 | 74.2 | 66.1 | 57.4 | 47.7 | 0 | 0 | 0 | 0 | |
| SmoothAdvsigma=0.25, Backbone=ResNet-110, Evaluated from official pre-trained models=true2021.11 | 0.544 | 73.4 | 65.6 | 57 | 47.5 | 0 | 0 | 0 | 0 | |
| MACERsigma=0.25, Backbone=ResNet-110, Evaluated from official pre-trained models=true2021.11 | 0.531 | 79.5 | 69 | 55.8 | 40.6 | 0 | 0 | 0 | 0 | |
| Gaussiansigma=0.50, Backbone=ResNet-1102021.11 | 0.525 | 65.7 | 54.9 | 42.8 | 32.5 | 22 | 14.1 | 8.3 | 3.9 | |
| Stability trainingsigma=0.50, Backbone=ResNet-1102021.11 | 0.521 | 60.6 | 51.5 | 41.4 | 32.5 | 23.9 | 15.3 | 9.6 | 5 | |
| Gaussiansigma=0.25, Backbone=ResNet-1102021.11 | 0.424 | 76.6 | 61.2 | 42.2 | 25.1 | 0 | 0 | 0 | 0 | |
| Stability trainingsigma=0.25, Backbone=ResNet-1102021.11 | 0.421 | 72.3 | 58 | 43.3 | 27.3 | 0 | 0 | 0 | 0 |