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KaiNinja: Extending Native 3D Generators to the Part Level

KaiNinja extends native 3D generators to produce part-level assets by using a dual-volume representation, improving generation speed and quality without segmentation. It achieves better whole-object fidelity and part-level metrics compared to existing methods.

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PublishedSeptember 14, 2026Ruihan Yu, Lian Fu, Muyao Niu
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WHY IT MAY MATTER

This method enables faster and more accurate part-level 3D generation without relying on segmentation networks, improving both whole-object and part-level performance.

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