Background: Right Click Desktop > Personalize, click "Desktop Background" at bottom left. You should see your background listed there, as well as the folder it's in. Even if you didn't save it specifically, it is saved out in that folder. You can copy it from there if you want it elsewhere.
WMP, it's just a "Repeat" button.. it looks like this:
