Image Classification on CIFAR-100 (Top-1 Error Rate)
16.63Top-1 Error RateLPG-PGD (mean + varied)
Evaluation Results
| Method | Links | |
|---|---|---|
| LPG-PGD (mean + varied)Backbone=WRN-28-102026.05 | 16.63 | |
| LPG (mean + varied)Backbone=WRN-28-102026.05 | 16.71 | |
| LPG (mean + fixed)Backbone=WRN-28-102026.05 | 16.89 | |
| LPL (mean + varied)Backbone=WRN-28-102026.05 | 17.08 | |
| LPL (mean + fixed)Backbone=WRN-28-102026.05 | 17.22 | |
| SAMBackbone=WRN-28-102026.05 | 17.45 | |
| ISDABackbone=WRN-28-102026.05 | 17.56 | |
| LABackbone=WRN-28-102026.05 | 17.69 | |
| MixupBackbone=WRN-28-102026.05 | 17.82 | |
| Gradient NoiseBackbone=WRN-28-102026.05 | 18.12 | |
| Label SmoothingBackbone=WRN-28-102026.05 | 18.4 | |
| CEBackbone=WRN-28-102026.05 | 18.85 | |
| LPG-PGD (mean + varied)Backbone=ResNet-1102026.05 | 22.15 | |
| LPG (mean + varied)Backbone=ResNet-1102026.05 | 22.28 | |
| LPG (mean + fixed)Backbone=ResNet-1102026.05 | 22.42 | |
| LPL (mean + varied)Backbone=ResNet-1102026.05 | 22.65 | |
| LPL (mean + fixed)Backbone=ResNet-1102026.05 | 22.8 | |
| SAMBackbone=ResNet-1102026.05 | 23.01 | |
| ISDABackbone=ResNet-1102026.05 | 23.18 | |
| LABackbone=ResNet-1102026.05 | 23.35 | |
| MixupBackbone=ResNet-1102026.05 | 23.55 | |
| Gradient NoiseBackbone=ResNet-1102026.05 | 23.89 | |
| Label SmoothingBackbone=ResNet-1102026.05 | 24.12 | |
| CEBackbone=ResNet-1102026.05 | 24.56 |