Learning Topology-Consistent Face Mesh Reconstruction from Multi-view Images using Neural Volume Rendering

We propose a novel mesh volume rendering mechanism that enables direct reconstruction of topology-consistent face meshes from multi-view images, by spreading sparse mesh features into the surrounding space to simulate a continuous radiance field.