Preprint
Aug 2026
Beyond Atomic Layouts: Compositional Design Understanding with Vision-Language Models
A post-training paradigm that integrates multimodal alignment (MA) and structural perception (SP) is proposed, MA enhances element interpretation by grounding metadata-defined elements to their visual counterparts, mitigating semantic drift, and SP models layer-aware inter-element spatial relationships to improve hierarchical understanding and reduce structural ambiguity.
Yiyang Huang, Zhaowen Wang, Simon Jenni et al.
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