Just after noon, officers responded to the area of 2nd and Pine Streets near Oval Park.
Witnesses say they heard multiple gunshots and two cars sped off.
A short time later, a man and woman showed up at the hospital, both with gunshot wounds.
They are expected to be okay.
Investigators are now searching for the suspects.