HeadArtist: Text-conditioned 3D Head Generation with Self Score Distillation

arXiv:2312.07539v2 Announce Type: replace
Abstract: This work presents HeadArtist for 3D head generation from text descriptions. With a landmark-guided ControlNet serving as the generative prior, we come up with an efficient pipeline that optimizes a parameterized 3D head model under the supervision of the prior distillation itself. We call such a process self score distillation (SSD). In detail, given a sampled camera pose, we first render an image and its corresponding landmarks from the head model, and add some particular …

abstract arxiv call controlnet cs.cv distillation generative head landmark pipeline prior supervision text type work