The suspects led authorities on a chase around 10:00 p.m.
The pursuit ended at 24th and Locust streets just before 10:30 p.m.
The two suspects were arrested at that location.
Police did fire at least one shot at the suspects.
One suspect was taken to the Hospital of the University of Pennsylvania for a bullet wound to the arm.
No officers were injured.
No further details have been released.