The crash happened just before midnight Thursday at Rorer and East Clearfield streets.
Police believe the armed thieves are connected to another carjacking at E Street and Indiana Avenue a few minutes earlier.
No injuries were reported.
The incident remains under investigation.
Anyone with information is asked to contact the police.