The shooting which injured two people was reported at 10:49 p.m. in the 3600 block of Brown Avenue, police said.
Gunfire apparently went back and forth until it ended at a KFC restaurant parking lot at the end of the block, police said.
A KFC is listed at 3734 MacArthur Blvd.
One person may have been detained in connection to the shooting, according to police.