Favicons are the small icons at the bottom right of search results that are associated with those particular websites. The designs are made by the websites themselves.
Updates to favicons should occur automatically over a period of a few weeks.
If you are seeing a persistent problem, you can investigate further with getFavicon, which we use to display them.