2023
A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification
ICLR 2023top-5%
Reliable application of machine learning-based decision systems in the wild is one of the major challenges currently investigated by the field. A large portion of established approaches aims to detect erroneous predictions by means of assigning confidence scores. This confidence may be obtained by e…