Image Classification on Pets (Error, ECE, NLL)
7.746Error RateOurs
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OursBackbone=ViT-L-322026.02 | 7.746 | 0.036 | 0.2468 | |
| ADVIBackbone=ViT-L-322026.02 | 7.91 | 0.06 | 0.2518 | |
| VanillaBackbone=ViT-L-322026.02 | 8.14 | — | — | |
| MC-DropoutBackbone=ViT-L-322026.02 | 8.3155 | 0.0539 | 0.2569 | |
| Lap. Approx.Backbone=ViT-L-322026.02 | 8.5767 | 0.0475 | 0.2684 | |
| SGLDBackbone=ViT-L-322026.02 | 8.6467 | 0.0425 | 0.2649 | |
| OursBackbone=ResNet1012026.02 | 9.114 | 0.044 | 0.2986 | |
| ADVIBackbone=ResNet1012026.02 | 9.134 | 0.08 | 0.31 | |
| SGLDBackbone=ResNet1012026.02 | 9.3767 | 0.0473 | 0.3052 | |
| MC-DropoutBackbone=ResNet1012026.02 | 9.4827 | 0.096 | 0.3163 | |
| VanillaBackbone=ResNet1012026.02 | 9.64 | — | — | |
| Lap. Approx.Backbone=ResNet1012026.02 | 10.0833 | 0.0567 | 0.3268 |