The shooting happened around midnight Sunday on the 1800 block of East Wesley Avenue, near Kensington Avenue.
Police said a 24-year-old man and 26-year-old woman were struck.
They were both taken to the hospital.
Police said the man is listed as critical. The woman is stable.
No arrests have been made.