It needs to be properly abraded to provide a good key for the paint, which is a bit of a job with something as hard as chrome plating.
When I had the chrome bumpers on my old VW Beetle painted I got them glass-bead blasted beforehand. The paint is still on them, ven thogh it was ten years ago when thy were done.