Explore a keynote address from the Robust Vision Challenge 2020 focusing on robustness across the data abundance spectrum. Delve into the challenges of modern computer vision, including data-efficient learning and benchmarking for large-scale datasets. Examine the development of LVIS (Large Vocabulary Instance Segmentation) and its innovative approach to federated dataset design. Learn about the difficulties in annotating thousands of categories and discover data-driven category discovery techniques. Gain insights into best practices for handling noise in datasets and get information about the LVIS Challenge at ECCV 2020.