Dongsheng Xie

Geometry-Guided Modeling of Foundation Features Enables Generalizable Object Shape Deformation Learning

Monocular 3D shape recovery is fundamental to geometric understanding, yet achieving robust generalization across arbitrary viewpoints and unseen object categories remains a significant challenge. In this paper, we present a generalizable deformation learning framework that reconstructs 3D objects b…