OOD Detection on CIFAR100 ID vs FMNIST OOD (test)
78.6AUPR (%)Bootstrap Distill
Evaluation Results
| Method | Links | |
|---|---|---|
| Bootstrap DistillMetric=Differential Entropy2024.02 | 78.6 | |
| END2Metric=Differential Entropy2024.02 | 77 | |
| Bootstrap DistillMetric=Mutual Information2024.02 | 73.6 | |
| END2Metric=Mutual Information2024.02 | 70.3 | |
| EDLMetric=Mutual Information2024.02 | 69.7 | |
| RPriorNetMetric=Mutual Information2024.02 | 69.6 | |
| PostNetMetric=Differential Entropy2024.02 | 69.3 | |
| RPriorNetMetric=Differential Entropy2024.02 | 69.2 | |
| BMMetric=Mutual Information2024.02 | 68.9 | |
| EDLMetric=Differential Entropy2024.02 | 68.8 | |
| BMMetric=Differential Entropy2024.02 | 68.1 | |
| Fisher-EDLMetric=Mutual Information2024.02 | 66.6 | |
| Fisher-EDLMetric=Differential Entropy2024.02 | 64.9 | |
| PostNetMetric=Mutual Information2024.02 | 64.4 | |
| S2DMetric=Mutual Information2024.02 | 63.9 | |
| NatPNMetric=Differential Entropy2024.02 | 47 | |
| S2DMetric=Differential Entropy2024.02 | 45.6 | |
| NatPNMetric=Mutual Information2024.02 | 44.1 |