Officers were first alerted to the gunfire on the 300 block of South Jackson Street by the department's ShotSpotter technology, just before 6 p.m. Wednesday.
They transported a 19-year-old, 24-year-old and 36-year-old to the hospital.
Police say all of those victims are in stable condition.
No details have been released yet on the shooter.