>I wonder whether there is a math-object to describe this? Here is how I would phrase it: there is a probability distribution in the higher-dimensional space t

>I wonder whether there is a math-object to describe this? Here is how I would phrase it: there is a probability distribution in the higher-dimensional space that expresses P(this image | given that it's a natural image). The level sets of the probability distribution are manifolds.