Yes, HandyLinux is based on Debian. I can add here that HandyLinux uses the Xfce dektop environment, though slightly remixed from the standard. We’ll see it pretty soon.
Apart from default wallpaper, you can choose from a variety of Debian-, Xfce- and HandyLinux inspired images, plus multiple nice photos of nature.