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Paper · arXiv

Visual Sculpting: Visually-Aligned Planning Representations for Long-Horizon Robot Clay Sculpting

Clay sculpting is a nuanced, artistic task involving dexterous manipulation with long-horizon planning to achieve high-level goals. As a robotics problem, we formulate clay sculpting as a shape-to-shape matching challenge. Prior deformable object manipulation work either requires retraining a policy per goal or relies on dynamics models which represent state as sparse point clouds which do not capture important clay features, such as textures, well. We present a method for modeling the dynamics of deformable materials and planning for robotic sculpting in a representation that is visually-aligned, capturing lighting and texture features. With three different deformable materials and vario...

AuthorsPeter Schaldenbrand, Jean Oh
Primary categorycs.RO
Published17 May 2026
Last updated at source17 May 2026
cs.ROcs.AI
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