You can uninstall or removes an installed gnome-backgrounds package itself from Ubuntu 16.04 LTS (Xenial Xerus) through the terminal,
$ sudo apt-get remove gnome-backgrounds
If you would like to remove gnome-backgrounds and it's dependent packages which are no longer needed from Ubuntu,
$ sudo apt-get remove --auto-remove gnome-backgrounds
If you use with purge options to gnome-backgrounds package all the configuration and dependent packages will be removed.
$ sudo apt-get purge gnome-backgrounds
If you use purge options along with auto remove, will be removed everything regarding the package, It's really useful when you want to reinstall again.
$ sudo apt-get purge --auto-remove gnome-backgrounds