Four popular face recognition methods, namely Principle Component Analysis (PCA), Spectroface, Independent Component Analysis (ICA), and Gabor jet are selected and three popular face databases, namely Yale database, Olivetti Research Laboratory (ORL) database and FERRET database, are selected for evaluation in the paper