Uncertainty Quantification on SVHN
91.54V-ID ScoreLL-GLM
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LL-GLMBackbone=ResNet502026.05 | 91.54 | 90.43 | 92.27 | 90.61 | -0.4319 | 0 | 12.45 | |
| LLABackbone=ResNet502026.05 | 91.51 | 90.68 | 92.61 | 90.88 | -0.4917 | 0 | 13.6 | |
| DNN-GLMBackbone=ResNet502026.05 | 90.97 | 92.18 | 91.77 | 93.47 | -0.4331 | 3,600 | 63.56 | |
| MCBackbone=ResNet502026.05 | 90.81 | 90.59 | 91.39 | 90.73 | -0.4904 | 0 | 13.34 | |
| SWAGBackbone=ResNet502026.05 | 88.66 | 92.68 | 90.31 | 94.01 | -0.4427 | 7,200 | 17.03 | |
| DEBackbone=ResNet502026.05 | 84.69 | 92.52 | 86.99 | 95.65 | -0.4533 | 61,200 | 16.06 | |
| SMS-UBUBackbone=ResNet502026.05 | 51.36 | 77.58 | 63.57 | 89.69 | -0.4815 | 3,600 | 18.9 |