Yes. I've tried it a few times - though you should know that somebody at Ace told me that it may be a problem later as far as flaking off when the poly gets older but I don't know.

I haven't had any trouble with it -- but I do more wall hanging stuff as opposed to furniture that gets wear. Something to watch -- and learn