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Fisherfaces (and also Eigenfaces) is a basic algorithm and you can't ask for a good performance from it when doing the gender, age, face, expressions, and race classifications. Even if you have a very big training dataset with images captured under different conditions. So I suggest you to use another approach for that purpose, for example to use a facial feature extraction method, instead of spending time to get a bigger training set.
