AI RESEARCH
Geometry-Guided Modeling of Foundation Features Enables Generalizable Object Shape Deformation Learning
arXiv CS.CV
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ArXi:2605.29661v1 Announce Type: new 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 by explicitly deforming a category-level shape template to match the target observation. To address complex shape variations between the template and the target, we.