RealPatch: A Statistical Matching Framework for Model Patching with Real Samples

1 code implementation • 3 Aug 2022 • Sara Romiti, Christopher Inskip, Viktoriia Sharmanska, Novi Quadrianto

We demonstrate the effectiveness of RealPatch on three benchmark datasets, CelebA, Waterbirds and a subset of iWildCam, showing improvements in worst-case subgroup performance and in subgroup performance gap in binary classification.

Binary Classification Data Augmentation