Well, I'm not sure which hospital they're supposed to have come from (as they were in St Teresa' Hospital, Kowloon), but when they start running downhill, Donnie Yen is chasing Xing Yu down Eastern Street. It's the stretch which runs between High Street and Hospital Road.