OOD Detection on TinyImageNet (ID) vs CIFAR10 (OOD)
85.6AUPRBootstrap Distill
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Bootstrap DistillMetric=Mutual Information2024.02 | 85.6 | — | |
| BMMetric=Mutual Information2024.02 | 85.3 | — | |
| Bootstrap DistillMetric=Differential Entropy2024.02 | 84.5 | — | |
| END2Metric=Mutual Information2024.02 | 84.3 | — | |
| BMMetric=Differential Entropy2024.02 | 84.2 | — | |
| PostNetMetric=Differential Entropy2024.02 | 83.7 | — | |
| END2Metric=Differential Entropy2024.02 | 83.7 | — | |
| EDLMetric=Differential Entropy2024.02 | 83.4 | — | |
| EDLMetric=Mutual Information2024.02 | 82.6 | — | |
| Fisher-EDLMetric=Differential Entropy2024.02 | 82.5 | — | |
| S2DMetric=Differential Entropy2024.02 | 82.4 | — | |
| PostNetMetric=Mutual Information2024.02 | 82.3 | — | |
| Fisher-EDLMetric=Mutual Information2024.02 | 80.9 | — | |
| S2DMetric=Mutual Information2024.02 | 77.7 | — | |
| RPriorNetMetric=Differential Entropy2024.02 | 72.9 | — | |
| BNN-ARHTArchitecture=LeNet2023.10 | 71.54 | 69.27 | |
| EDLArchitecture=LeNet2023.10 | 70.39 | 50.37 | |
| RPriorNetMetric=Mutual Information2024.02 | 69.3 | — | |
| Deep EnsemblesArchitecture=LeNet2023.10 | 63.97 | 66.41 | |
| MC DropoutArchitecture=LeNet2023.10 | 60.47 | 64.36 | |
| DPNArchitecture=LeNet2023.10 | 59.87 | 59.59 | |
| NatPNMetric=Differential Entropy2024.02 | 59.2 | — | |
| Kendall and GalArchitecture=LeNet2023.10 | 55.29 | 58.54 | |
| NatPNMetric=Mutual Information2024.02 | 38.7 | — |