The victims said they shot about 2 p.m. in the 6100 block of South King Drive, police said.
A 20-year-old woman was shot in the thigh. A 19-year-old man and 24-year-old man were both shot in the arm, officials said.
All three were in stable condition, police said.
No further information on the shooting was immediately available.