The victims were all targeted along the 4000 block of Howland Street just before 11 p.m. Wednesday.
They told police a dark gray Chevy Impala had driven by, then backed up.
There was some sort of verbal exchange, and then a man in the passenger seat started shooting.
The three victims - ages 28, 34 and 36 - suffered gunshot wounds, but are all expected to survive.
Shooter No. 1 is described as a black man in his 20s, brown complexion, who was seen wearing a gray, knitted cap and armed with a semi-automatic handgun. Shooter No. 2 is described as a black man in his 20s, darker complexion, with shoulder length hair, possibly dreadlocks.
Police are still looking for the shooters.