OOD Detection on CIFAR-100 (ID) vs LSUN (OOD) (test)
92.3ROC AUCNUQ
Evaluation results
| Method | Links | |
|---|---|---|
| NUQBackbone=ResNet-50, Normalization=Spectral2022.02 | 92.3 | |
| DDUBackbone=ResNet-50, Normalization=Spectral2022.02 | 92.1 | |
| DUQ end-to-endBackbone=ResNet-50, Training=End-to-end2022.02 | 90.8 | |
| DUQ HeadBackbone=ResNet-50, Training=Pre-trained feature extractor2022.02 | 87.2 | |
| EnsemblesBackbone=ResNet-502022.02 | 86.5 | |
| TTABackbone=ResNet-50, Protocol=Test-Time Augmentation2022.02 | 85 |