Icons can work really well if they can be kept very simple, and refer to very simple things like a cog wheel for settings and a 1980s floppy disk for save.

When you try to summarise very complicated concepts into very complicated icons, things get lost. In those cases, a box with a few words will do a better job explaining what you mean.