OOD Detection on CIFAR-10 IND ImageNet R OOD
98.1AUROCEnergy
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EnergyBackbone=WideResNet-402021.10 | 98.1 | 92 | 94 | |
| Energy + pNMLBackbone=WideResNet-402021.10 | 98.1 | 92.4 | 94 | |
| Bootstrap DistillUncertainty Measure=Mutual Information (MI)2024.02 | 89.6 | — | — | |
| END2Uncertainty Measure=Mutual Information (MI)2024.02 | 89 | — | — | |
| BMUncertainty Measure=Differential Entropy (Dent)2024.02 | 87.7 | — | — | |
| Bootstrap DistillUncertainty Measure=Differential Entropy (Dent)2024.02 | 87.6 | — | — | |
| BMUncertainty Measure=Mutual Information (MI)2024.02 | 87.4 | — | — | |
| END2Uncertainty Measure=Differential Entropy (Dent)2024.02 | 87.1 | — | — | |
| S2DUncertainty Measure=Differential Entropy (Dent)2024.02 | 87 | — | — | |
| EDLUncertainty Measure=Differential Entropy (Dent)2024.02 | 86.9 | — | — | |
| PostNetUncertainty Measure=Differential Entropy (Dent)2024.02 | 86.8 | — | — | |
| Fisher-EDLUncertainty Measure=Differential Entropy (Dent)2024.02 | 86.6 | — | — | |
| PostNetUncertainty Measure=Mutual Information (MI)2024.02 | 86.3 | — | — | |
| EDLUncertainty Measure=Mutual Information (MI)2024.02 | 86.3 | — | — | |
| Fisher-EDLUncertainty Measure=Mutual Information (MI)2024.02 | 86.1 | — | — | |
| S2DUncertainty Measure=Mutual Information (MI)2024.02 | 83.9 | — | — | |
| RPriorNetUncertainty Measure=Differential Entropy (Dent)2024.02 | 77.4 | — | — | |
| RPriorNetUncertainty Measure=Mutual Information (MI)2024.02 | 74 | — | — | |
| NatPNUncertainty Measure=Differential Entropy (Dent)2024.02 | 54.6 | — | — | |
| NatPNUncertainty Measure=Mutual Information (MI)2024.02 | 26.3 | — | — |