An average face is created by superimposing face images after alinging facial features. The history of the average face goes back to as old as that of photography. Since facial artifacts such as wrinkles or speckles will be wiped out during the averaging process, it will be looked more younger and attractive. In fact, it is one of the characteristic features in attractiveness studies. Refer to wikipedia for more information. We create a number of average faces from web images after grouping faces per person automatically. You will find some expressions are reflected in the average face (eg. smile) which are unseen in the average faces of a gender or a race as a whole.