Change icon size in the "Open File" Finder menu

When I change my file icon size in Finder it doesn't change in the upload/open file menu. This is pretty annoying because these icons have somehow changed size to be very small and I haven't found a fix for this.

I've tried opening the view options settings and changing the icon size and setting it as default for all folders, but that doesn't seem to help.