How about this - put some plastic hooks on the back, then mount a couple of rings over your closet molding and hook it on them. It will hold it several inches higher, and be easy enough to take down and patch a couple of small holes later. Or you might want to secure the larger one that way, and it can be taken down and stored when not in use.