A Hierarchical Generative Model for Overcomplete Topographic Representations in Natural Images

摘要

In this paper we propose a hierarchical generative model based on sparse coding and analysis of topographic energy dependencies. We further formulate the basic sparse coding into a hierarchical fashion by defining a higher-order topography on the coeffici