OOD Detection on CIFAR10 ID FMNIST OOD (test)
92.5AUPRBootstrap Distill
Evaluation Results
| Method | Links | |
|---|---|---|
| Bootstrap DistillMetric=Mutual Information2024.02 | 92.5 | |
| Bootstrap DistillMetric=Differential Entropy2024.02 | 92.5 | |
| BMMetric=Mutual Information2024.02 | 92.3 | |
| END2Metric=Differential Entropy2024.02 | 91.8 | |
| END2Metric=Mutual Information2024.02 | 90.9 | |
| BMMetric=Differential Entropy2024.02 | 90.5 | |
| PostNetMetric=Differential Entropy2024.02 | 88.5 | |
| EDLMetric=Differential Entropy2024.02 | 87.7 | |
| EDLMetric=Mutual Information2024.02 | 87.6 | |
| PostNetMetric=Mutual Information2024.02 | 86.6 | |
| S2DMetric=Differential Entropy2024.02 | 86.4 | |
| Fisher-EDLMetric=Differential Entropy2024.02 | 84.7 | |
| S2DMetric=Mutual Information2024.02 | 82.6 | |
| Fisher-EDLMetric=Mutual Information2024.02 | 80.5 | |
| RPriorNetMetric=Differential Entropy2024.02 | 79.9 | |
| RPriorNetMetric=Mutual Information2024.02 | 75.6 | |
| NatPNMetric=Differential Entropy2024.02 | 65.1 | |
| NatPNMetric=Mutual Information2024.02 | 40.4 |