No. Weebs are people who are fans of Japanese culture in general, usually to an extreme; ignoring shortcomings of Japanese culture and politics in favor of a highly romanticized version of Japan. An anime fan might think Japan is cool, a weeb thinks Japan is some kind of magical fairyland where catgirls grow on trees.