preprint · arXiv · Sep 30, 2026
MegaAvatar: Controllable Talking Avatar Generation
Junyao Gao, Sibo Liu, Weidong Zhang, Cairong Zhao, Jun Zhang
In plain English
Audio-plus-reference-image avatar generation gives you a talking face but almost no control over the body. This framework adds SMPL-X 3D guidance on top of a video model so body pose and head motion can be directed explicitly, with separate audio and face attention modules for expression and identity. An audio-to-SMPL-X model predicts the motion sequence when the user supplies no pose input, so it still works audio-only. Note the abstract reports no quantitative metrics or benchmark comparisons, so treat the quality claims as unevaluated for now.
talking head generation
gesture generation
audio-driven animation
personalization