An Interior Ministry spokesman, Abdul Musayev, said three officers were injured in the fighting in the village of Nuradilovo near the Chechen border.
AFP reports that a police officer and a gunman were also killed.
Daghestan is frequently the scene of violent attacks aimed directly at Russian law enforcement personnel and facilities.
(AFP/AP)