I want to train a CNN (Vggnet) to identify different types of buildings from aerial images.
However seeing that a CNN "ignores" size, e.g. the same type of dog in one image can be large and small in another image but will still be classified as a dog.
My issue is that non-residential buildings are mostly larger than residential houses, now I want to use this property to distinguish between residential and non residential. Is this even possible?