Iraqi security forces have killed 48 of the gunmen who stormed parts of Kirkuk in a shock attack claimed by the Islamic State group, the city's police chief said.

"Forty-eight Daesh (IS) terrorists have been killed in the clashes," Brigadier General Khattab Omar Aref told AFP, adding that some of them blew themselves up when the security forces cornered them.