It happened around 2: 30 p.m. on Sunday on Windrim Avenue near 19th Street.
Authorities say the 30-year-old man was shot in the chest and is in critical condition.
The 32-year-old woman was shot in the elbow and is stable.
Police did not find any guns and have not made any arrests.
RELATED: Check the 6abc Neighborhood Safety Tracker