Police said the recruits were leaving the national Police Academy near the Interior Ministry in eastern Baghdad around midday.
Reports say 21 people were wounded in the blast. A hospital official confirmed the casualties.
Officials spoke on condition of anonymity because they were not authorized to release the information.
Compiled from agency reports