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Let Language Constrain Geometry: Vision–Language Models as Semantic and Spatial Critics for 3D Generation

Weimin Bai, Yubo Li, Weijian Luo, Zeqiang Lai, Yequan Wang, Wenzheng Chen, He Sun

PMLR v306 5:58 10 chapters CC BY 4.0 · adaptation, not endorsed by the authors Source checked · visual review incomplete

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Based on “Let Language Constrain Geometry: Vision–Language Models as Semantic and Spatial Critics for 3D Generation” by Weimin Bai, Yubo Li, Weijian Luo, Zeqiang Lai, Yequan Wang, Wenzheng Chen, He Sun · PMLR v306 · CC BY 4.0 · licence checked 2026-10-22 · Changed from the original: rewritten as a narrated walkthrough with slides, using the paper's own figures. An adaptation, not endorsed by its authors.

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