This repository provides a PyTorch implementation of a face alignment system from a TPAMI 2017 paper. The project uses 3D Morphable Models (3DMM) to achieve face alignment across full pose ranges, handling various head orientations. It includes inference code, pre-trained models, a C++ port, and rendering pipeline for visualizing 3D face landmarks.