You can copy it youself.
The Desktop pictures are loacted:
/Library/Desktop Pictures.
The default desktop background is called: "Aqua Blue.jpg"
BTW, if you rename any picture to "Aqua Blue.jpg" in that directory, that picture will also be the background for your login screen. Can be nice to change it.