Speaker: Olga Russakovsky & Angelina Wang, Princeton University Abstract: We discuss the challenges of surfacing the bias in large-scale datasets, and introduce ViBE: the Visual Bias Extraction tool as a potential solution. Talk presented virtually at the Seventh Workshop on Fine-Grained Visual Categorization (FGVC7) at CVPR 2020: https://sites.google.com/view/fgvc7/