After updating my system yesterday today when logging in I had default vanilla Xfce wallpaper. Everything else was correct (theme, icon set etc).
I just navigated in Desktop Settings to my desktop wallpaper folder and picked a wallpaper, but thought it was worth reporting anyway.
Edit: After reboot it suddenly remembered my own previous wallpaper settings. Weird.