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Out-of-Distribution Detection on FashionMNIST (inlier) vs. CelebA (outlier) (test)

0.793ROC AUCMC-Dropout
0.700440.724470.74850.77253Jun 1, 2021

Evaluation results

MethodLinks
MC-DropoutUncertainty Metric=Predictive Entropy2021.060.793
ReDecNNUncertainty Metric=Predictive Entropy2021.060.753
EnsembleUncertainty Metric=Predictive Entropy, Ensemble Size=D2021.060.704