After pinning, right-click the icon, then right-click the site name in the jump list, select "Properties," and change the icon if the default one is ugly.

Add Website To Taskbar -

After pinning, right-click the icon, then right-click the site name in the jump list, select "Properties," and change the icon if the default one is ugly.