The computational magic of the ventral stream: sketch of a theory (and why some deep architectures work).

Abstract

This paper explores the theoretical consequences of a simple assumption: the computational goal of the feedforward path in the ventral stream -- from V1, V2, V4 and to IT -- is to discount image transformations, after learning them during development.