We present a unified framework for reconstructing animatable 3D human avatars from a single portrait by introducing a Dual-UV representation to handle pose/framing sensitivity and a factorized synthetic data manifold to achieve state-of-the-art generalization across head, half-body, and full-body inputs.
CVPR 2026    Project Page    Code