Out-of-Distribution Detection on MNIST (inlier) vs. Image Corruptions (outlier) (test)
0.785ROC AUC (Mean)MC-Dropout
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MC-DropoutUncertainty Metric=Predictive Entropy2021.06 | 0.785 | 0.113 | |
| ReDecNNUncertainty Metric=Predictive Entropy2021.06 | 0.727 | 0.075 | |
| EnsembleUncertainty Metric=Predictive Entropy, Ensemble Size=D2021.06 | 0.566 | 0.087 |