Know your limits: Uncertainty estimation with ReLU classifiers fails at reliable OOD detection

Dennis Ulmer, Giovanni Cinà

Abstract: A crucial requirement for reliable deployment of deep learning models for safety-critical applications is the ability to identify out-of-distribution (OOD) data points, samples which differ from th...