How to set a custom picture background on Ubuntu touch?

Solution 1:

There is currently (2021-10-03) a small UI bug there.

Head for system settings -> background. Go to the bottom of the page and press the "custom" button.

Then swipe up the page a bit. Another set of buttons shows up that allows picking an image.