Out-of-Distribution Detection on ImageNet (ID) vs Textures (OOD) 1.0 (test)
14.1FPR95DAL-ASH
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DAL-ASHTraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 14.1 | 97 | |
| ASHTraining Data Setup=Using ID data only, Backbone=ResNet-502023.11 | 15.93 | 96 | |
| KNNTraining Data Setup=Using ID data only, Backbone=ResNet-502023.11 | 26.54 | 93.49 | |
| DAL-EnergyTraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 33.83 | 90.44 | |
| DOETraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 35.11 | 92.15 | |
| MahalanobisTraining Data Setup=Using ID data only, Backbone=ResNet-502023.11 | 40.52 | 91.41 | |
| POEMTraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 40.8 | 89.78 | |
| Energy-OETraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 42.46 | 88.27 | |
| Free EnergyTraining Data Setup=Using ID data only, Backbone=ResNet-502023.11 | 52.84 | 86.36 | |
| DALTraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 55.49 | 85.29 | |
| OETraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 57.34 | 82.97 | |
| ATOMTraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 60.2 | 90.6 | |
| MSPTraining Data Setup=Using ID data only, Backbone=ResNet-502023.11 | 66.58 | 80.03 | |
| VOSTraining Data Setup=Using ID data only, Backbone=ResNet-502023.11 | 94.83 | 57.69 |