In this paper are presented the results of optimizing the combination of some common techniques and classifiers applied to faces recognition by the using of genetic algorithms, the set of images used for this approach comes from infrared acquisition. It appears that the proposed scheme improve the system performance compared to the single technique developments. This research opens a wide range of possible applications in the fields of faces recognition.