It is very confusing.
It looks like both will set the wallpaper from Bing collection BUT Bing wallpaper changes once a day and Bing Desktop besides choosing the subject of the photo - allows changing every 5 seconds or every 30 minutes, or once a day.
Bing wallpaper - I did not get it yet. It does not even have a feedback link on the website.