Maan Qraitem

Bias Mimicking: A Simple Sampling Approach for Bias Mitigation

2022 · arXiv (Cornell University)

Prior work has shown that Visual Recognition datasets frequently underrepresent bias groups $B$ (\eg Female) within class labels $Y$ (\eg Programmers). This dataset bias can lead to models that learn spurious correlations between class labels …