Image Classification on Flowers (Error %, ECE, NLL)
11.97Error Rate (%)Ours
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OursBackbone=ViT-L-322026.02 | 11.97 | 0.008 | 0.493 | |
| OursBackbone=ResNet1012026.02 | 12.04 | 0.042 | 0.4683 | |
| VanillaBackbone=ViT-L-322026.02 | 12.51 | — | — | |
| ADVIBackbone=ViT-L-322026.02 | 12.656 | 0.158 | 0.5116 | |
| ADVIBackbone=ResNet1012026.02 | 12.678 | 0.07 | 0.5104 | |
| SGLDBackbone=ViT-L-322026.02 | 12.8667 | 0.1582 | 0.5591 | |
| MC-DropoutBackbone=ViT-L-322026.02 | 13.2133 | 0.014 | 0.5567 | |
| SGLDBackbone=ResNet1012026.02 | 13.4867 | 0.0647 | 0.5195 | |
| Lap. Approx.Backbone=ViT-L-322026.02 | 13.5212 | 0.0367 | 0.6477 | |
| Lap. Approx.Backbone=ResNet1012026.02 | 13.7725 | 0.0883 | 0.5859 | |
| MC-DropoutBackbone=ResNet1012026.02 | 14.0333 | 0.0594 | 0.55 | |
| VanillaBackbone=ResNet1012026.02 | 15.0167 | — | — |