OOD Detection on CIFAR-100 vs LSUN (IND/OOD)
99.99AUROCDOE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DOEBackbone=ResNet-182024.05 | 99.99 | — | — | 0.05 | |
| DivOEBackbone=ResNet-182024.05 | 99.99 | — | — | 0.01 | |
| Hopfield BoostingBackbone=ResNet-182024.05 | 99.98 | — | — | 0 | |
| MSP-OEBackbone=ResNet-182024.05 | 99.97 | — | — | 0.03 | |
| DOSBackbone=ResNet-182024.05 | 99.96 | — | — | 0.01 | |
| DALBackbone=ResNet-182024.05 | 99.94 | — | — | 0 | |
| POEMBackbone=ResNet-182024.05 | 99.57 | — | — | 0 | |
| EBO-OEBackbone=ResNet-182024.05 | 99.57 | — | — | 0 | |
| MixOEBackbone=ResNet-182024.05 | 97.99 | — | — | 10.27 | |
| PALMBackbone=ResNet-342026.05 | 97.7 | — | — | 10.58 | |
| EIHFBackbone=ResNet-342026.05 | 97.59 | — | — | 12.86 | |
| CIDERBackbone=ResNet-342026.05 | 96.33 | — | — | 16.16 | |
| DPLBackbone=ResNet-342026.05 | 95.7 | — | — | 22.37 | |
| DREAM-OOD2023.09 | 95.23 | — | — | 24.25 | |
| DRLBackbone=ResNet-342026.05 | 94.63 | — | — | 16.97 | |
| Energy + pNMLBackbone=WideResNet-402021.10 | 94.1 | 65.5 | 87.5 | — | |
| ViM2023.09 | 90.43 | — | — | 43.1 | |
| KNN+Backbone=ResNet-342026.05 | 89.3 | — | — | 48.99 | |
| GODIN2023.09 | 88.36 | — | — | 60.65 | |
| EnergyBackbone=ResNet-342026.05 | 86.69 | — | — | 59.77 | |
| Mahalanobis2023.09 | 85.83 | — | — | 56.8 | |
| VOS2023.09 | 85.72 | — | — | 59.05 | |
| KNN2023.09 | 85.56 | — | — | 63.29 | |
| VOSBackbone=ResNet-342026.05 | 84.69 | — | — | 73.61 | |
| ReAct2023.09 | 83.03 | — | — | 80.7 | |
| NPOS2023.09 | 82.43 | — | — | 56.27 | |
| ReActBackbone=ResNet-342026.05 | 80.31 | — | — | 64.02 | |
| EnergyBackbone=WideResNet-402021.10 | 80.3 | 31.2 | 73.1 | — | |
| MSP2023.09 | 80.12 | — | — | 76.4 | |
| ODINBackbone=ResNet-342026.05 | 80.1 | — | — | 76.36 | |
| SSD+Backbone=ResNet-342026.05 | 79.43 | — | — | 84.15 | |
| Energy2023.09 | 78.36 | — | — | 81.75 | |
| ODIN2023.09 | 78.04 | — | — | 75.6 | |
| ASHBackbone=ResNet-342026.05 | 76.52 | — | — | 75.18 | |
| GAN2023.09 | 75.87 | — | — | 82.35 | |
| MSPBackbone=ResNet-342026.05 | 75.28 | — | — | 83.47 | |
| DICE2023.09 | 73.59 | — | — | 94.05 | |
| VimBackbone=ResNet-342026.05 | 69.74 | — | — | 86.96 |