Image Classification on Aircraft (Metrics: Error %, ECE, NLL)
44.196Error RateOurs
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OursBackbone=ResNet1012026.02 | 44.196 | 0.018 | 1.728 | |
| ADVIBackbone=ResNet1012026.02 | 45.42 | 0.044 | 1.8084 | |
| MC-DropoutBackbone=ResNet1012026.02 | 45.97 | 0.0237 | 1.7613 | |
| Lap. Approx.Backbone=ResNet1012026.02 | 46.0425 | 0.0427 | 1.8162 | |
| SGLDBackbone=ResNet1012026.02 | 47.514 | 0.0217 | 1.7883 | |
| VanillaBackbone=ResNet1012026.02 | 48.01 | — | — | |
| OursBackbone=ViT-L-322026.02 | 52.318 | 0.052 | 2.0531 | |
| SGLDBackbone=ViT-L-322026.02 | 52.9125 | 0.0603 | 2.0883 | |
| ADVIBackbone=ViT-L-322026.02 | 53.002 | 0.062 | 2.0754 | |
| MC-DropoutBackbone=ViT-L-322026.02 | 53.2133 | 0.0757 | 2.04 | |
| Lap. Approx.Backbone=ViT-L-322026.02 | 53.56 | 0.071 | 2.0955 | |
| VanillaBackbone=ViT-L-322026.02 | 54.3 | — | — |