OOD Detection on CIFAR100 ID FMNIST OOD
0.868AUROCBootstrap Distill
Evaluation results
| Method | Links | |
|---|---|---|
| Bootstrap DistillUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.868 | |
| END2Uncertainty Measure=Differential Entropy (Dent)2024.02 | 0.85 | |
| Bootstrap DistillUncertainty Measure=Mutual Information (MI)2024.02 | 0.833 | |
| END2Uncertainty Measure=Mutual Information (MI)2024.02 | 0.796 | |
| EDLUncertainty Measure=Mutual Information (MI)2024.02 | 0.748 | |
| PostNetUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.747 | |
| BMUncertainty Measure=Mutual Information (MI)2024.02 | 0.746 | |
| EDLUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.744 | |
| BMUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.742 | |
| RPriorNetUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.737 | |
| RPriorNetUncertainty Measure=Mutual Information (MI)2024.02 | 0.731 | |
| Fisher-EDLUncertainty Measure=Mutual Information (MI)2024.02 | 0.71 | |
| PostNetUncertainty Measure=Mutual Information (MI)2024.02 | 0.708 | |
| S2DUncertainty Measure=Mutual Information (MI)2024.02 | 0.698 | |
| Fisher-EDLUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.696 | |
| S2DUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.504 | |
| NatPNUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.47 | |
| NatPNUncertainty Measure=Mutual Information (MI)2024.02 | 0.416 |