Out-of-distribution Detection on CIFAR-10 vs SVHN
0.9968AUCSSD+
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SSD+2022.12 | 0.9968 | — | — | 95 | 1.51 | |
| KNN+2022.12 | 0.9952 | — | — | 95 | 2.42 | |
| ResNet18*Backbone=ResNet18*, Detector=KNN2022.12 | 0.9952 | — | — | 95 | 2.42 | |
| ZODE-KNN2022.12 | 0.9943 | — | — | 94.96 | 2.12 | |
| fSGLD2025.10 | 0.9891 | 0.9944 | — | — | — | |
| Entropy-SGD2025.10 | 0.9871 | 0.9937 | — | — | — | |
| SGD2025.10 | 0.983 | 0.9924 | — | — | — | |
| DenseNetBackbone=DenseNet, Detector=KNN2022.12 | 0.9818 | — | — | 95 | 10.22 | |
| Entropy-MCMC2025.10 | 0.9815 | 0.9904 | — | — | — | |
| Deep EnsemblesBackbone=WRN-28-10, Cutout=true2020.12 | 0.9803 | 0.9896 | 0.071 | — | — | |
| Mahalanobis2022.12 | 0.978 | — | — | 95 | 9.24 | |
| SGLD2025.10 | 0.9766 | 0.9864 | — | — | — | |
| ResNet50Backbone=ResNet50, Detector=KNN2022.12 | 0.974 | — | — | 95 | 17.31 | |
| ASAM2025.10 | 0.9724 | 0.9826 | — | — | — | |
| LP-BNNBackbone=WRN-28-10, Cutout=true2020.12 | 0.9691 | 0.9836 | 0.103 | — | — | |
| GODIN2022.12 | 0.966 | — | — | 95 | 15.51 | |
| ZODE-Mahalanobis2022.12 | 0.963 | — | — | 94.99 | 18.24 | |
| ResNet101Backbone=ResNet101, Detector=KNN2022.12 | 0.9612 | — | — | 95 | 25.73 | |
| MCPBackbone=WRN-28-10, Cutout=true2020.12 | 0.96 | 0.9767 | 0.115 | — | — | |
| ResNet34Backbone=ResNet34, Detector=KNN2022.12 | 0.9585 | — | — | 95 | 26.53 | |
| KNN2022.12 | 0.9569 | — | — | 95 | 24.53 | |
| ODIN2022.12 | 0.9555 | — | — | 95 | 20.93 | |
| ResNet18Backbone=ResNet18, Detector=KNN2022.12 | 0.9549 | — | — | 95 | 27.97 | |
| BatchEnsemblesBackbone=WRN-28-10, Cutout=true2020.12 | 0.954 | 0.9731 | 0.132 | — | — | |
| ResNet152Backbone=ResNet152, Detector=KNN2022.12 | 0.9498 | — | — | 95 | 34.96 | |
| CSI2022.12 | 0.9469 | — | — | 95 | 37.38 | |
| SAM2025.10 | 0.9423 | 0.9567 | — | — | — | |
| MIMOBackbone=WRN-28-10, Cutout=false2020.12 | 0.9387 | 0.9648 | 0.175 | — | — | |
| ZODE-MSP2022.12 | 0.9286 | — | — | 95.04 | 52.44 | |
| MC dropoutBackbone=WRN-28-10, Cutout=true2020.12 | 0.9273 | 0.9603 | 0.242 | — | — | |
| ZODE-Energy2022.12 | 0.9226 | — | — | 95.07 | 50.05 | |
| MC dropoutBackbone=WRN-28-10, Cutout=false2020.12 | 0.9126 | 0.9511 | 0.282 | — | — | |
| MSP2022.12 | 0.9125 | — | — | 95 | 59.66 | |
| Energy2022.12 | 0.9122 | — | — | 95 | 54.41 | |
| Entropy-SGLD2025.10 | 0.9007 | 0.918 | — | — | — | |
| EDLBackbone=WRN-28-10, Cutout=false2020.12 | 0.9002 | 0.9198 | 0.247 | — | — | |
| DUQBackbone=ResNet-18, Cutout=false2020.12 | 0.8994 | 0.9213 | 0.1964 | — | — | |
| DUQBackbone=WRN-28-10, Cutout=false2020.12 | 0.7083 | 0.8114 | 0.698 | — | — |