4 Face × 7 Rotation Mixture

How do I explain this one? It was trained on seven epoch sample images in which there were four heads or faces, two by two, of wildly different styles. These images were copied and the copies rotated sideways and upside-down, so you may sometimes get sideways or upside-down faces or heads. So expect much strangeness with this one, as the sample images demonstrate.