The violent home invasion happened on Princeton Avenue near Algard Street in the Tacony section of the city.
The 23-year-old woman told police the men took money and valuables.
She was taken to the hospital, where initial indications are that she was not seriously injured.
The suspects remain on the loose.
They are described as two males, one short and one tall, wearing all black clothing and ski masks.