While in the States it isn’t quite the same I can tell you that very few Asians refer to themselves as such. Some take quite a bit of offense in it.
They refer to themselves by their culture: Chinese, Japanese, Korean, etc
Lord have mercy if you call one the wrong thing ...oof
Great meme though