September 23, 2025Open Access

Spatial 3D-LLM: Exploring Spatial Awareness in 3D Vision-Language Models

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Spatial 3D-LLM boosts spatial awareness in 3D vision-language tasks by enhancing scene representations.
Experimental results show state-of-the-art performance across various 3D vision-language benchmarks in the study.
The model generates location-enriched 3D scene embeddings, leading to better comprehension of spatial information.
Two new tasks, 3D object distance measurement and layout editing, are introduced to evaluate the model’s capabilities.

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Proposed Spatial 3D-LLM improves spatial awareness in 3D vision-language models, suggesting novel approaches for information representation.

Wang et al. (2025) studied this question.

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Proposed Spatial 3D-LLM improves spatial awareness in 3D vision-language models, suggesting novel approaches for information representation.