Along the lines of visual clues when hovering over a hyperlink, doesn't the same apply to icons?
I ask this question since I noticed none of the SE sites I know of have this behavior when hovering over the upvote/downvote/favorite or accept answer icons. I found the Programmers.SE accept answer icon especially noticeably less obvious.