Simple Demographics Often Identify People Uniquely

Kaiyu Yang, Klint Qinami, Li Fei-Fei, Jia Deng, Olga Russakovsky. Towards Fairer Datasets: Filtering and Balancing the Distribution of the People Subtree in the ImageNet Hierarchy. Available in pdf format

• A set of image data commonly used to train deep learning models, was shown to be biased against underrepresented groups and used tags that were offensive. This article explains how to fix that problem.