We present a unified method, termed Unicorn, that can simultaneously solve four tracking problems (SOT, MOT, VOS, MOTS) with single network using the same model parameters. Due to fragmented definitions of object problem itself, most existing trackers are developed address or part tasks and over-specialize on characteristics specific tasks. By contrast, Unicorn provides solution, adopting input...