Assessing Performance and Fairness Metrics in Face Recognition - Bootstrap Methods. (arXiv:2211.07245v1 [cs.CV])

The ROC curve is the major tool for assessing not only the performance but
also the fairness properties of a similarity scoring function in Face
Recognition. In order to draw reliable conclusions based on empirical ROC
analysis, evaluating accurately the uncertainty related to statistical versions
of the ROC curves of interest is necessary. For this purpose, we explain in
this paper that, because the True/False Acceptance Rates are of the form of
U-statistics in the case of similarity scoring, the …

arxiv bootstrap face face recognition fairness metrics performance