Text semantics to controllable design: A residential layout generation method based on stable diffusion model Article Swipe
Zijin Qiu
,
Jiepeng Liu
,
Yi Xia
,
Hongtuo Qi
,
Pengkun Liu
·
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1016/j.dibe.2025.100691
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1016/j.dibe.2025.100691
Controlling flexibility and design effectiveness is challenging in artificial intelligence-based residential layout design. Compared to the previous rule-based or graph-based generation methods, this paper proposes a controllable multimodal approach based on the Stable Diffusion model for generating residential layouts. This method incorporates natural language as design constraints and introduces ControlNet, which enables the generation of controllable layouts through two distinct pathways. A knowledge graph and natural language mapping scheme is proposed to provide an interpretable representation of the design knowledge encapsulated in the knowledge graph. The comprehensibility of natural language and the diversity of input options enable professionals and non-professionals to directly express design requirements, thereby providing a flexible and controllable design method. Finally, comparative and ablation experiments verify the controllability and diversity of the two proposed design paths under multimodal constraints.
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- Language
- en
- Landing Page
- https://doi.org/10.1016/j.dibe.2025.100691
- OA Status
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- 3
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https://openalex.org/W4411340896Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1016/j.dibe.2025.100691Digital Object Identifier
- Title
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Text semantics to controllable design: A residential layout generation method based on stable diffusion modelWork title
- Type
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articleOpenAlex work type
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enPrimary language
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2025Year of publication
- Publication date
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2025-06-16Full publication date if available
- Authors
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Zijin Qiu, Jiepeng Liu, Yi Xia, Hongtuo Qi, Pengkun LiuList of authors in order
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https://doi.org/10.1016/j.dibe.2025.100691Publisher landing page
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YesWhether a free full text is available
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goldOpen access status per OpenAlex
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https://doi.org/10.1016/j.dibe.2025.100691Direct OA link when available
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Semantics (computer science), Computer science, Diffusion, Programming language, Physics, ThermodynamicsTop concepts (fields/topics) attached by OpenAlex
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3Total citation count in OpenAlex
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2025: 3Per-year citation counts (last 5 years)
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72Number of works referenced by this work
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10Other works algorithmically related by OpenAlex
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