This is happening to me as well. One reason I specifically upgraded was to be able to do this but every time I set the image then return to the app, the image has reset to the default crappy cup of coffee. I'm on latest app version, and this happened even before the last update!
Please don't just link to the 'how to.' We know how to do it. It's not working.