In my experience once most middle eastern/arab people are "integrated", people see their appearance as vaguely mediterranean and don't really think twice about it.
I agree. I'd also add that I don't think that experience is the same as African-Americans. People do distinguish between middle-eastern/Mediterranean and African-American. At least in my experience.