Hi @ebarsoum,  with these additional data, I want to give the cnn more ability to classify images, because they are very difficult to dissociate as a human, but juste the original shape can sometimes help me classify them.
i.e : I know that one of my category always have rectangular shape.
But I cannot base decision only on the shape, that why I’m using CNN.