UNINEXT is a CVPR 2023 paper implementation that unifies multiple computer vision tasks into a single model, handling object discovery and retrieval across diverse perception tasks. It supports instance segmentation, multi-object tracking, video object segmentation, and referring expression comprehension. The framework aims to treat different instance perception tasks as a unified object discovery and retrieval problem.