The word weeb is an alternative form of weeaboo, a pejorative word typically used to refer to non-Japanese people who display an intense or unusual interest in Japanese culture, especially anime and manga.
There are no categorical antonyms for this word.
However, one could loosely use Japanese person as antonym.
