Based on the analysis of principle and limitation of traditional holistic face recognition methods, EFM(Enhanced Fisher Model) is put forward. The face recognition experiment based on EFM shows promising result, because it has higher recognition rate than those based on PCA or FLD, especially suitable for the recognition task in large face database.