Uncertainty Quantification on CIFAR-100
0.826V-IDLL-GLM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LL-GLMBackbone=ResNet502026.05 | 0.826 | 0.8381 | 0.8555 | 0.8784 | -1.046 | 0 | 10.75 | |
| MCBackbone=ResNet502026.05 | 0.8105 | 0.8203 | 0.8247 | 0.8333 | -1.049 | 0 | 11.57 | |
| DEBackbone=ResNet502026.05 | 0.7828 | 0.7971 | 0.843 | 0.8914 | -1.115 | 46 | 14.35 | |
| DNN-GLMBackbone=ResNet502026.05 | 0.7703 | 0.7917 | 0.8414 | 0.8868 | -1.052 | 0 | 22.16 | |
| LLABackbone=ResNet502026.05 | 0.7041 | 0.6785 | 0.8418 | 0.8761 | -1.07 | 0 | 38.58 | |
| SWAGBackbone=ResNet502026.05 | 0.6313 | 0.6316 | 0.8127 | 0.8967 | -1.387 | 5 | 15.23 | |
| SMS-UBUBackbone=ResNet502026.05 | 0.291 | 0.2945 | 0.6012 | 0.7497 | -1.055 | 1 | 17.12 |