1. A visualization system for rendering images from a multi-dimensional data set, comprising: a visualization system with a display and a graphic user input configured to apply a sensitivity lens to a region of interest in an image rendered from a multi-dimensional image data set, wherein the sensitivity lens causes the visualization system to automatically electronically render different visualizations of the region of interest to interrogate uncertainty in the rendered image associated with the visualization of at least one feature in the region of interest.