OOD Detection on CIFAR-100 vs ISUN (test)
0FPR @ 0.05 FNRHopfield Boosting
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Hopfield BoostingBackbone=ResNet-182024.05 | 0 | 99.98 | — | — | |
| POEMBackbone=ResNet-182024.05 | 0 | 99.93 | — | — | |
| EBO-OEBackbone=ResNet-182024.05 | 0 | 99.59 | — | — | |
| DOEBackbone=ResNet-182024.05 | 0.01 | 99.99 | — | — | |
| DALBackbone=ResNet-182024.05 | 0.01 | 99.99 | — | — | |
| DOSBackbone=ResNet-182024.05 | 0.03 | 99.95 | — | — | |
| DivOEBackbone=ResNet-182024.05 | 0.06 | 99.97 | — | — | |
| MSP-OEBackbone=ResNet-182024.05 | 0.08 | 99.57 | — | — | |
| DREAM-OOD2023.09 | 1.1 | 99.73 | — | — | |
| EIHFBackbone=ResNet-342026.05 | 14.14 | 96.58 | — | — | |
| MixOEBackbone=ResNet-182024.05 | 19.42 | 91.1 | — | — | |
| DPLBackbone=ResNet-342026.05 | 30.55 | 93.26 | — | — | |
| DRLBackbone=ResNet-342026.05 | 32.57 | 92.33 | — | — | |
| PALMBackbone=ResNet-342026.05 | 41.56 | 91.36 | — | — | |
| GODIN2023.09 | 51.6 | 92.07 | — | — | |
| NPOS2023.09 | 51.72 | 85.48 | — | — | |
| ODIN2023.09 | 53.1 | 87.4 | — | — | |
| ASHBackbone=ResNet-342026.05 | 55.55 | 87.86 | — | — | |
| Mahalanobis2023.09 | 59.2 | 86.46 | — | — | |
| EnergyBackbone=ResNet-342026.05 | 66.52 | 84.49 | — | — | |
| ReAct2023.09 | 67.4 | 83.28 | — | — | |
| VOSBackbone=ResNet-342026.05 | 69.65 | 86.32 | — | — | |
| CIDERlayer=penultimate2023.10 | 71.68 | — | — | — | |
| CIDERBackbone=ResNet-342026.05 | 71.68 | 82.98 | — | — | |
| VOS2023.09 | 72.45 | 82.66 | — | — | |
| Energy2023.09 | 73.55 | 81.2 | — | — | |
| KNN2023.09 | 73.92 | 79.77 | — | — | |
| CIDER (hypersphere) + Diffusionmodel=Riemannian Diffusion Model2023.10 | 74.17 | — | — | — | |
| ViM2023.09 | 74.55 | 83.02 | — | — | |
| KNN+2023.10 | 74.99 | — | — | — | |
| KNN+Backbone=ResNet-342026.05 | 74.99 | 82.69 | — | — | |
| DICE2023.09 | 75.2 | 80.9 | — | — | |
| MSP2023.09 | 76 | 78.9 | — | — | |
| ODINBackbone=ResNet-342026.05 | 79.54 | 79.16 | — | — | |
| SSD+2023.10 | 80.85 | — | — | — | |
| ReActBackbone=ResNet-342026.05 | 81.8 | 79.99 | — | — | |
| SSD+Backbone=ResNet-342026.05 | 83.18 | 78.83 | — | — | |
| GAN2023.09 | 83.45 | 73.49 | — | — | |
| MSPBackbone=ResNet-342026.05 | 84.61 | 74.51 | — | — | |
| VimBackbone=ResNet-342026.05 | 85.35 | 73.16 | — | — | |
| CIDERrepresentation=hypersphere2023.10 | 89.92 | — | — | — | |
| EnergyBackbone=WideResNet-402021.10 | — | 78.4 | 30.7 | 71.1 | |
| Energy + pNMLBackbone=WideResNet-402021.10 | — | 93.6 | 62.5 | 87 |