Image Classification on DTD (Error, ECE, NLL)
32.498Error RateOurs
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OursBackbone=ViT-L-322026.02 | 32.498 | 0.09 | 1.1936 | |
| ADVIBackbone=ViT-L-322026.02 | 32.83 | 0.19 | 1.2194 | |
| SGLDBackbone=ViT-L-322026.02 | 33.37 | 0.1875 | 1.2498 | |
| MC-DropoutBackbone=ViT-L-322026.02 | 33.8267 | 0.1675 | 1.2337 | |
| Lap. Approx.Backbone=ViT-L-322026.02 | 33.8567 | 0.2625 | 1.3343 | |
| VanillaBackbone=ViT-L-322026.02 | 34.0767 | — | — | |
| OursBackbone=ResNet1012026.02 | 34.49 | 0.112 | 1.4001 | |
| ADVIBackbone=ResNet1012026.02 | 35.044 | 0.352 | 1.6586 | |
| MC-DropoutBackbone=ResNet1012026.02 | 35.8867 | 0.3867 | 1.3642 | |
| SGLDBackbone=ResNet1012026.02 | 36.06 | 0.3067 | 1.5099 | |
| Lap. Approx.Backbone=ResNet1012026.02 | 36.2933 | 0.75 | 1.8828 | |
| VanillaBackbone=ResNet1012026.02 | 38.21 | — | — |