My wheel covers are metal. I remove using a small pry bar, about the size of a big screw driver (which also may work). Not easy to pry them off.
Reinstall carefully allowing for access to valves, and then beat the hell out of them with a big rubber mallet!
They can be left off if you have a tire issue.