Icons not showing in Software

When I open Software, the icons are not showing on the main page. Also when I do a search for stuff they don’t show either.

I did a fresh install of 20.04.3.

Here are the screenshots:


Couple of potential solutions here

and the answer below that i.e. gnome-software refresh

I tried most of those things with no luck but when I re-booted, it fixed it.