The idea of machines could successfully match face-looking images, took a place at minds with the correct detection and recognition rates reached by face recognition applications. With this study, a model has been developed for the recognition of face-looking images. Alternatively, it is aimed to recover the faces from the face-looking images which can be given as input to advanced face recognition algorithms.