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SuperVoxelGPT: Adaptive and Ordered 3D Tokenization for Autoregressive Shape Generation

Li, Yuan et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitiongraphics
Autoregressive multimodal large language models (MLLMs) enable 3D generation but struggle to scale to high-resolution shapes due to inadequate 3D tokenizations. Compact set-based representations discard deterministic spatial ordering, leading to ambiguous sequence prediction, while uniform or octree
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