“…Fleuret 580 Non-uniform Images from real life situations were collected from the web, [3] illumination showing large variations in illumination, background and face size and slight variations in pose. For training, we used two internally created databases consisting of face and non-face images extracted from BANCA(Spanish Corpus) [1], Essex, Feret [13], ORL [15], Stirling and Yale [2] databases. For testing, we used 1) the standard XM2VTS database [11], [8], taking into account two cases, the Normal set with normal lighting conditions and the Darkened set with adverse or side illumination, 3) the BioID database [6] and 4) an additional database from Fleuret et al [3].…”