Tried it, didn't work. However after researching a bit more, I fixed it by uninstalling google drive, for some reason the sync messed up with the icons.
Open the Start menu, type View advanced system settings, then select that result from the list. Under Performance, select Settings and make sure Save taskbar thumbnail previews and Show thumbnails instead of icons are checked.
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