Generating latent texture proxies for object category modeling

摘要

Systems and methods include generating a plurality of three-dimensional (3D) proxy geometries of objects; generate a plurality of neural textures of the object based on the plurality of 3D proxy geometries, the neural textures defining a plurality of different shapes and appearances representing the object; provide a plurality of neural textures to the neural renderer; receive from the neural renderer a color image and an alpha mask representing opacity of at least a portion of the object based on the plurality of neural textures; It is described for creating a composite image based on a pose, a color image, and an alpha mask.