Learning a new object, such as a coffee cup, is mostly accomplished by learning the connections between the two layers, the vertical arrows. Put another way, an object such as a coffee cup is defined by a set of observed features (upper layer) associated with a set of locations on the cup (lower layer). If you know the feature, then you can determine the location. If you know the location, you can predict the feature.
