Image Classification on CIFAR-10 (balanced test set)
3.06Top-1 Error RateLPA (mean + varied)
Evaluation Results
| Method | Links | |
|---|---|---|
| LPA (mean + varied)Backbone=WRN-28-102026.05 | 3.06 | |
| LPA-lowrank (mean + varied)Backbone=WRN-28-102026.05 | 3.09 | |
| LPA (mean + fixed)Backbone=WRN-28-102026.05 | 3.18 | |
| LPL (mean + varied)Backbone=WRN-28-102026.05 | 3.28 | |
| Manifold MixupBackbone=WRN-28-102026.05 | 3.38 | |
| ISDABackbone=WRN-28-102026.05 | 3.44 | |
| DropBlockBackbone=WRN-28-102026.05 | 3.48 | |
| DropoutBackbone=WRN-28-102026.05 | 3.52 | |
| MixupBackbone=WRN-28-102026.05 | 3.56 | |
| Label SmoothingBackbone=WRN-28-102026.05 | 3.82 | |
| CEBackbone=WRN-28-102026.05 | 3.89 | |
| LPA (mean + varied)Backbone=ResNet-1102026.05 | 4.82 | |
| LPA-lowrank (mean + varied)Backbone=ResNet-1102026.05 | 4.86 | |
| LPA (mean + fixed)Backbone=ResNet-1102026.05 | 4.95 | |
| LPL (mean + varied)Backbone=ResNet-1102026.05 | 5.12 | |
| ISDABackbone=ResNet-1102026.05 | 5.3 | |
| Manifold MixupBackbone=ResNet-1102026.05 | 5.35 | |
| MixupBackbone=ResNet-1102026.05 | 5.48 | |
| DropBlockBackbone=ResNet-1102026.05 | 5.58 | |
| DropoutBackbone=ResNet-1102026.05 | 5.65 | |
| Label SmoothingBackbone=ResNet-1102026.05 | 5.87 | |
| CEBackbone=ResNet-1102026.05 | 5.91 |