Officers responded to a call on Hanover Street near Alston Avenue just after 9:30 p.m.
According to police, the woman's injury was not life-threatening and she was taken to Duke Hospital.
No arrests have been made, but investigators said they have a suspect vehicle description.
This story is developing. Check back for updates.