UniverseNet is the official implementation of the USB benchmark published at BMVC 2022. It extends the MMDetection framework to provide state-of-the-art detectors called UniverseNets for universal-scale object detection. The benchmark incorporates COCO, Waymo Open Dataset, and Manga109-s to evaluate detection performance across varying object scales and image domains, with fair training and evaluation protocols.