It happened around 2 a.m. Thursday near the intersection of Burbank Boulevard and Hayvenhurst Avenue.
Details are limited, but police say the two men are expected to survive. Video obtained by Eyewitness News shows a black Prius with at least one bullet hole.
Information regarding a suspect was not available and police have not made any arrests.
The incident remains under investigation.