It's kinda weird, I SBF and my old wallpaper comes back from when I first got the phone. That's the only thing that remains from the old operating system.
SBF does NOT erase your SD card, so if stuff is on that, it will still be there after SBF.
(yes, I do a cache wipe and system wipe)