Desktop wallpaper resets to default at every reboot in Sierra (10.12.1)
You probably don't need the answer anymore, but just in case anyone stumbles across this post some day:

I had the same problem under Sierra and solved it by unchecking the 'displays have separate spaces' option in mission control settings.