Out-of-Distribution Detection on CIFAR-10 (ID) vs LSUN R (OOD)
99.6TNR @ TPR 95%Ours
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OursModel Architecture=ResNet2019.12 | 99.6 | 99.9 | 98.6 | |
| OursModel Architecture=DenseNet2019.12 | 99.5 | 99.9 | 98.6 | |
| MahalanobisModel Architecture=ResNet2019.12 | 98.8 | 99.7 | 97.7 | |
| MahalanobisModel Architecture=DenseNet2019.12 | 97.2 | 99.3 | 96.3 | |
| ODINModel Architecture=DenseNet2019.12 | 96.2 | 99.2 | 95.7 | |
| ODINModel Architecture=ResNet2019.12 | 82.1 | 94.1 | 86.7 | |
| BaselineModel Architecture=DenseNet2019.12 | 66.6 | 95.4 | 90.3 | |
| BaselineModel Architecture=ResNet2019.12 | 49.8 | 91 | 85.3 |