This repository provides code to build a texture space for the FLAME 3D head model and to fit textured models to in-the-wild images. It uses an analysis-by-synthesis approach optimizing FLAME parameters, appearance, and lighting. The system uses PyTorch and PyTorch3D for differentiable rendering and optimization over a large image dataset to create and fit a high-quality facial texture space.