At least two of the dead are believed to be policemen.
The area around the centre, close to Palestine Street in the Rusafa district of the Iraqi capital, had been placed under a traffic ban after the centre had come under attack three times in the past.
Last year, in October, a suicide bomber killed 17 people when he blew himself up on a bus dropping police cadets off at the academy.