Search Results for author: Jacob F. Fast

Found 2 papers, 2 papers with code

Recalibration of Aleatoric and Epistemic Regression Uncertainty in Medical Imaging

1 code implementation26 Apr 2021 Max-Heinrich Laves, Sontje Ihler, Jacob F. Fast, Lüder A. Kahrs, Tobias Ortmaier

We apply estimation of both aleatoric and epistemic uncertainty by variational Bayesian inference with Monte Carlo dropout to regression tasks and show that predictive uncertainty is systematically underestimated.

Bayesian Inference regression

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