focal loss

rather than addressing outliers, our focal loss is designed to address class imbalance by down-weighting inliers (easy examples) such that their contribution to the total loss is small even if their number is large. pmk 99 2020 In other words, the focal loss performs the opposite role of a robust loss: it focuses training on a sparse set of hard examples. pmk 99 2020 3