I did mine recently but I took them them off because I had to do replace a brake line that was worn and a caliper had siezed. Made it a lot easier IMO.

What I did though was clean them off with a wire wheel brush first to help the paint mate better.

Caliper before:


After partial cleaning:


Taped off:


During Painting:


Post painting:





Through the wheels: