The incident happened shortly after 9:30 p.m. along the 1400 block of Rose Street.
Officials say someone opened fire, striking a man in the back and once in the buttocks.
Police say when they arrived, a 36-year-old woman was discovered around the corner on the 1200 block of Liberty Street with a gunshot wound to her face.
Both victims were rushed to Cooper University Hospital and are listed in critical condition .
So far, there have been no arrests made or word on a motive.