Yup. In Macintosh HD/Library/Desktop Pictures/, there is a file called Aqua Blue.jpg. Rename that file so that you don’t permanently lose it, then take the wallpaper that you want to use, rename it to Aqua Blue.jpg, and place it there. Next time you logout/in it should show up.