1. A computer-implemented method for mesoscopic geometry modulation, the method comprising: determining a first set of mesoscopic details associated with an object by applying a filter to an image of an object, wherein mesoscopic details included in the first set of mesoscopic details are detectable in the image of the object and are not detectable when generating a coarse geometry reconstruction of the object; and generating a three-dimensional model for the object by modulating the coarse geometry with the first set of mesoscopic details.