Vermont is a great example, which banned billboards, and is adjacent to New Hampshire, a similarly sized and situated adjacent state. Driving into NH after being in VT for a while, it is immediately jarring just how offensive and ugly even a few billboards make the place.
It is a damn reasonable regulation, and more states should have it. No one is going hungry because they can't put up a billboard (especially the damn bright flashing digital billboards).