Uncertainty Quantification on CIFAR-10
0.9216V-IDLL-GLM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LL-GLMBackbone=ResNet502026.05 | 0.9216 | 0.8955 | 0.9224 | 0.8998 | -0.2427 | 0 | 10.5 | |
| DEBackbone=ResNet502026.05 | 0.9201 | 0.9085 | 0.9223 | 0.9188 | -0.2389 | 47 | 14.15 | |
| LLABackbone=ResNet502026.05 | 0.911 | 0.8889 | 0.9134 | 0.8936 | -0.2719 | 0 | 11.7 | |
| MCBackbone=ResNet502026.05 | 0.9069 | 0.8872 | 0.8989 | 0.8839 | -0.266 | 0 | 11.44 | |
| DNN-GLMBackbone=ResNet502026.05 | 0.9063 | 0.8957 | 0.9134 | 0.9071 | -0.2397 | 0 | 21.99 | |
| SMS-UBUBackbone=ResNet502026.05 | 0.5608 | 0.6831 | 0.6991 | 0.8162 | -0.2494 | 1 | 16.99 | |
| SWAGBackbone=ResNet502026.05 | 0.4909 | 0.3252 | 0.59 | 0.5009 | -1.563 | 5 | 15.14 |