Out-of-Distribution Detection on CIFAR-100 vs LSUN (C)
98.91AUROCKernel PCA (CoRP)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Kernel PCA (CoRP)Architecture=ResNetV2-50 (BiT-M), Labels=false2025.05 | 98.91 | — | — | 5.07 | |
| GradPCAArchitecture=ResNetV2-50 (BiT-M), Labels=true2025.05 | 98.42 | — | — | 8.28 | |
| DICEArchitecture=ResNetV2-50 (BiT-M), Labels=false2025.05 | 97.91 | — | — | 9.29 | |
| OursModel Architecture=ResNet2019.12 | 92.1 | 64.8 | 84.2 | — | |
| MahalanobisModel Architecture=ResNet2019.12 | 92 | 64.8 | 84 | — | |
| ODINModel Architecture=DenseNet2019.12 | 91.4 | 57.8 | 83.3 | — | |
| OursModel Architecture=DenseNet2019.12 | 91.4 | 65.5 | 83.6 | — | |
| ODINModel Architecture=ResNet2019.12 | 82.7 | 44.1 | 75.9 | — | |
| MahalanobisModel Architecture=DenseNet2019.12 | 81.7 | 42.1 | 74 | — | |
| BaselineModel Architecture=DenseNet2019.12 | 80.2 | 28.6 | 72.7 | — | |
| BaselineModel Architecture=ResNet2019.12 | 75.5 | 18.7 | 69.2 | — |