SphereHead: Stable 3D Full-head Synthesis with Spherical Tri-plane Representation

arXiv:2404.05680v1 Announce Type: new
Abstract: While recent advances in 3D-aware Generative Adversarial Networks (GANs) have aided the development of near-frontal view human face synthesis, the challenge of comprehensively synthesizing a full 3D head viewable from all angles still persists. Although PanoHead proves the possibilities of using a large-scale dataset with images of both frontal and back views for full-head synthesis, it often causes artifacts for back views. Based on our in-depth analysis, we found the reasons are mainly twofold. First, …

arxiv cs.cv head plane representation synthesis type