Priboj is best known in football circles as the birthplace of Zlatan Alomerović, but the city has produced 19 documented association football players in total. Other notable players include Mustafa Hasanagić, Nikola Ćirković, Nikola Šipčić and Đorđe Gordić. Among them are 18 male and 1 female players. Birth years range from 1941 to 2004.
