The victim, said to be in her 30's, was shot once in the buttocks and once in the leg while standing in the 2000 block of Robbins Avenue around 1:00am.
She was taken by ambulance to Aria Hospital-Frankford Division and listed in critical condition.
Police have not said if the woman was the intended target of the gunman or merely the victim of a stray bullet.