Interactive Machine Learning Group, German Cancer Research Center, Heidelberg, Germany; Helmholtz Imaging, DKFZ, Heidelberg, Germany; Institute for Machine Learning, ETH Zürich, Zürich, Switzerland; Interactive Machine Learning Group, German Cancer Research Center, Heidelberg, Germany; Helmholtz Imaging, DKFZ, Heidelberg, Germany
Paul F. Jaeger, Carsten Lüth, Lukas Klein, Till Bungert
failure detection;out-of-distribution detection;predictive uncertainty quantification;selective classification;robustness;method evaluation
A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification