STARK is the official implementation of a transformer-based visual tracking system that learns to track objects across video frames using a novel spatio-temporal transformer architecture. It achieves state-of-the-art performance on benchmarks like LaSOT, GOT-10k, and TrackingNet. The method was integrated into the mmtracking library and won challenges at VOT-21.