We have presented in this paper an experimental study of recognizing faces from the eyes only. Performance for this approach is not as good as when using the entire face, but considering the large variation in the dataset, the results are good. Recognizing faces from the eyes only is important since the eyes are a central feature of the human face, and sometimes the only source of information in face recogniton applications.