OOD Detection on CIFAR-100 (ID) vs LSUN (C) (OOD)
96.85AUROCPOEM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| POEMBackbone=ResNet-182024.05 | 96.85 | — | — | 15.72 | |
| Hopfield BoostingBackbone=ResNet-182024.05 | 96.54 | — | — | 12.68 | |
| DOSBackbone=ResNet-182024.05 | 96.42 | — | — | 19.4 | |
| MixOEBackbone=ResNet-182024.05 | 96.11 | — | — | 23.1 | |
| EnergyBackbone=WideResNet-402021.10 | 95.9 | 80 | 89.3 | — | |
| EBO-OEBackbone=ResNet-182024.05 | 95.79 | — | — | 21.06 | |
| Energy + pNMLBackbone=WideResNet-402021.10 | 95.5 | 79.3 | 89.1 | — | |
| DALBackbone=ResNet-182024.05 | 95.04 | — | — | 24.24 | |
| DOEBackbone=ResNet-182024.05 | 93.79 | — | — | 28.23 | |
| MSP-OEBackbone=ResNet-182024.05 | 92.85 | — | — | 32.88 | |
| DivOEBackbone=ResNet-182024.05 | 92.45 | — | — | 35.1 |