System Settings will lose icons if the Appearance > Theme is set to High Contrast. The Launcher can also lose some icons. Changing back to the default Ambiance will restore icons after a while but not necessarily immediately.
How can High Contrast be used without the loss of icons?
This pertains to Ubuntu 16.04.