Out-of-Distribution Detection on MNIST (inlier) vs. CelebA (outlier) (test)
0.943ROC AUCMC-Dropout
Evaluation results
| Method | Links | |
|---|---|---|
| MC-DropoutUncertainty Metric=Predictive Entropy2021.06 | 0.943 | |
| ReDecNNUncertainty Metric=Predictive Entropy2021.06 | 0.893 | |
| EnsembleUncertainty Metric=Predictive Entropy, Ensemble Size=D2021.06 | 0.675 | |
| ReDecNNUncertainty Metric=Predictive Entropy2021.06 | 0.647 | |
| EnsembleUncertainty Metric=Predictive Entropy, Ensemble Size=D2021.06 | 0.591 | |
| MC-DropoutUncertainty Metric=Predictive Entropy2021.06 | 0.548 |