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SNAP3D introduces a physics-guided framework to improve part-aware 3D generation from a single image, ensuring stable and physically valid assemblies through simulation feedback and resolving issues like inter-part penetration.
MegaParts introduces a scalable framework for part-aware 3D object generation using token-efficient vector-quantized tokens and autoregressive modeling, enabling generation of objects with up to 300 parts.