Modelling the Statistics of Natural Images with Topographic Product of Student-t Models
We present an energy-based model that uses a product of generalised Student-t distributions to capture the statistical structure in datasets. This model is inspired by and particularly applicable to “natural” datasets such as images. We begin by providing the mathematical framework, where we discuss complete as well as undercomplete