Out-of-distribution detection on CIFAR100 (ID) vs Places365 (OOD) (test)
83.46AUROCEIHF
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EIHFBackbone=ResNet-342026.05 | 83.46 | 59.13 | — | |
| PALMBackbone=ResNet-342026.05 | 82.62 | 67.8 | — | |
| DPLBackbone=ResNet-342026.05 | 80.94 | 70.33 | — | |
| ODINBackbone=ResNet182026.02 | 79.83 | — | 60.85 | |
| KNNBackbone=ResNet182026.02 | 79.43 | — | 91.98 | |
| VOSBackbone=ResNet-342026.05 | 78.63 | 76.85 | — | |
| COMBOODBackbone=ResNet182026.02 | 77.85 | — | 55.09 | |
| KNN+Backbone=ResNet-342026.05 | 77.58 | 80.74 | — | |
| DRLBackbone=ResNet-342026.05 | 77.55 | 76.64 | — | |
| Vanilla HNNScore function=Energy score2021.07 | 77.23 | 79.51 | 93.97 | |
| Clipped HNNsScore function=Energy score2021.07 | 77.02 | 81.2 | 94.13 | |
| Clipped HNNScoring=Softmax scores, In-distribution dataset=CIFAR1002021.07 | 76.94 | 79.66 | 93.91 | |
| ENNScoring=Softmax scores, In-distribution dataset=CIFAR1002021.07 | 76.9 | 81.01 | 94.02 | |
| ASHBackbone=ResNet-342026.05 | 76.38 | 72.62 | — | |
| EnergyBackbone=ResNet-342026.05 | 76.37 | 81.41 | — | |
| Free Energy2026.03 | 75.65 | 80.18 | — | |
| VOS2026.03 | 75.51 | 84 | — | |
| ODINBackbone=ResNet-342026.05 | 75.19 | 82.16 | — | |
| ASH2026.03 | 74.87 | 79.7 | — | |
| MSPBackbone=ResNet-342026.05 | 74.21 | 84.38 | — | |
| ENNScore function=Energy score2021.07 | 74.04 | 82.73 | 93.2 | |
| SSD+Backbone=ResNet-342026.05 | 73.89 | 84.63 | — | |
| CIDERBackbone=ResNet-342026.05 | 73.43 | 79.63 | — | |
| ReActBackbone=ResNet-342026.05 | 73.1 | 83.55 | — | |
| GCOS + Lregloss=Mahalanobis-based geometric loss2026.03 | 72.95 | 84.5 | — | |
| VimBackbone=ResNet-342026.05 | 69.34 | 85.34 | — | |
| Reg. MahalanobisBackbone=ResNet182026.02 | 69.16 | — | 37 | |
| GramBackbone=ResNet182026.02 | 58.73 | — | 28.11 | |
| MDSBackbone=ResNet182026.02 | 48.47 | — | 21.48 |