Fast and Scalable Position-Based Layout Synthesis
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Abstract (arXiv)
The arrangement of objects into a layout can be challenging for non-experts, as is affirmed by the existence of interior design professionals. Recent research into the automation of this task has yielded methods that can synthesize layouts of objects respecting aesthetic and functional constraints that are non-linear and competing. These methods usually adopt a stochastic optimization scheme, which samples from different layout configurations, a process that is slow and inefficient. We introduce an physics-motivated, continuous layout synthesis technique, which results in a significant gain in speed and is readily scalable. We demonstrate our method on a variety of examples and show that it achieves results similar to conventional layout synthesis based on Markov chain Monte Carlo (McMC) state-search, but is faster by at least an order of magnitude and can handle layouts of unprecedented size as well as tightly-packed layouts that can overwhelm McMC.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Sep 2018.
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Citing papers per year: 2021: 1; 2022: 2; 2023: 1; 2024: 2; 2025: 6; 2026: 3.
15 papers.
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- 2024I-Design: Personalized LLM Interior Designercited by 87
- 2023LEGO-Net: Learning Regular Rearrangements of Objects in Roomscited by 75
- 2025FlairGPT: Repurposing LLMs for Interior Designscited by 22
- 2022LayoutEnhancer: Generating Good Indoor Layouts from Imperfect Datacited by 20
- 2022COFS: Controllable Furniture layout Synthesiscited by 14
- 2025CasaGPT: Cuboid Arrangement and Scene Assembly for Interior Designcited by 14
- 2024Forest2Seq: Revitalizing Order Prior for Sequential Indoor Scene Synthesiscited by 12
- 2025ReSpace: Text-Driven Autoregressive 3D Indoor Scene Synthesis and Editingcited by 5
- 2025Co-Layout: LLM-driven Co-optimization for Interior Layoutcited by 1
- 2026CasLayout: Cascaded 3D Layout Diffusion for Indoor Scene Synthesis with Implicit Relation Modelingcited by 1
- 2021Style Similarity as Feedback for Product Designcited by 0
- 2025HierRelTriple: Guiding Indoor Layout Generation with Hierarchical Relationship Triplet Lossescited by 0
- 2026Learning an Interior Layout Policy in a Domain Specific Language Action Space31 Jul 2026
- 2026Text-Driven 3D Indoor Scene Synthesis in Non-Manhattan Environments2 Jul 2026
- 2026CasLayout: Cascaded 3D Layout Diffusion for Indoor Scene Synthesis with Implicit Relation Modeling30 Apr 2026
- 2025FilmSceneDesigner: Chaining Set Design for Procedural Film Scene Generation24 Nov 2025
- 2025Co-Layout: LLM-driven Co-optimization for Interior Layout16 Nov 2025
- 2025ReSpace: Text-Driven Autoregressive 3D Indoor Scene Synthesis and Editing3 Jun 2025
- 2025CasaGPT: Cuboid Arrangement and Scene Assembly for Interior Design28 Apr 2025
- 2025HierRelTriple: Guiding Indoor Layout Generation with Hierarchical Relationship Triplet Losses26 Mar 2025
- 2025FlairGPT: Repurposing LLMs for Interior Designs8 Jan 2025
- 2024Forest2Seq: Revitalizing Order Prior for Sequential Indoor Scene Synthesis7 Jul 2024
- 2024I-Design: Personalized LLM Interior Designer3 Apr 2024
- 2023LEGO-Net: Learning Regular Rearrangements of Objects in Rooms23 Jan 2023
3 more
- 2022COFS: Controllable Furniture layout Synthesis29 May 2022
- 2022LayoutEnhancer: Generating Good Indoor Layouts from Imperfect Data1 Feb 2022
- 2021Style Similarity as Feedback for Product Design25 May 2021
- 2024I-Design: Personalized LLM Interior Designercited by 87
- 2023LEGO-Net: Learning Regular Rearrangements of Objects in Roomscited by 75
- 2025FlairGPT: Repurposing LLMs for Interior Designscited by 22
- 2022LayoutEnhancer: Generating Good Indoor Layouts from Imperfect Datacited by 20
- 2022COFS: Controllable Furniture layout Synthesiscited by 14
- 2025CasaGPT: Cuboid Arrangement and Scene Assembly for Interior Designcited by 14
- 2024Forest2Seq: Revitalizing Order Prior for Sequential Indoor Scene Synthesiscited by 12
- 2025ReSpace: Text-Driven Autoregressive 3D Indoor Scene Synthesis and Editingcited by 5
- 2025Co-Layout: LLM-driven Co-optimization for Interior Layoutcited by 1
- 2026CasLayout: Cascaded 3D Layout Diffusion for Indoor Scene Synthesis with Implicit Relation Modelingcited by 1
- 2021Style Similarity as Feedback for Product Designcited by 0
- 2025HierRelTriple: Guiding Indoor Layout Generation with Hierarchical Relationship Triplet Lossescited by 0
12 most cited of 15 All 15 (JSON)
- 2026Learning an Interior Layout Policy in a Domain Specific Language Action Space31 Jul 2026
- 2026Text-Driven 3D Indoor Scene Synthesis in Non-Manhattan Environments2 Jul 2026
- 2026CasLayout: Cascaded 3D Layout Diffusion for Indoor Scene Synthesis with Implicit Relation Modeling30 Apr 2026
- 2025FilmSceneDesigner: Chaining Set Design for Procedural Film Scene Generation24 Nov 2025
- 2025Co-Layout: LLM-driven Co-optimization for Interior Layout16 Nov 2025
- 2025ReSpace: Text-Driven Autoregressive 3D Indoor Scene Synthesis and Editing3 Jun 2025
- 2025CasaGPT: Cuboid Arrangement and Scene Assembly for Interior Design28 Apr 2025
- 2025HierRelTriple: Guiding Indoor Layout Generation with Hierarchical Relationship Triplet Losses26 Mar 2025
- 2025FlairGPT: Repurposing LLMs for Interior Designs8 Jan 2025
- 2024Forest2Seq: Revitalizing Order Prior for Sequential Indoor Scene Synthesis7 Jul 2024
- 2024I-Design: Personalized LLM Interior Designer3 Apr 2024
- 2023LEGO-Net: Learning Regular Rearrangements of Objects in Rooms23 Jan 2023
12 newest of 15 All 15 (JSON)