Chrome removal from Bumper

Do I need to take a bumper to a chrome shop to have the chrome removed or is there a way I can remove it? I want to paint them and the chrome is ruff and would show thru if i let it on.
Thanks Rod
40 grit and a DA sander will do the trick then 80 then 120 then k2 primer sand and paint