mlsanityData to 7 Oct 2026

MSD: A Benchmark Dataset for Floor Plan Generation of Building Complexes

arXiv 2407.10121 ↗First posted 14 Jul 2024cs.CVcited by 13

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Abstract (arXiv)

Diverse and realistic floor plan data are essential for the development of useful computer-aided methods in architectural design. Today's large-scale floor plan datasets predominantly feature simple floor plan layouts, typically representing single-apartment dwellings only. To compensate for the mismatch between current datasets and the real world, we develop Modified Swiss Dwellings (MSD) -- the first large-scale floor plan dataset that contains a significant share of layouts of multi-apartment dwellings. MSD features over 5.3K floor plans of medium- to large-scale building complexes, covering over 18.9K distinct apartments. We validate that existing approaches for floor plan generation, while effective in simpler scenarios, cannot yet seamlessly address the challenges posed by MSD. Our benchmark calls for new research in floor plan machine understanding. Code and data are open.

Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). Builds on 12 of its 36 references that are in the map. First posted on arXiv 14 Jul 2024.

Builds on

12 of 36 references.

References · 12

  1. 2015U-Net: Convolutional Networks for Biomedical Image Segmentationcited by 19,604
  2. 2016Semi-Supervised Classification with Graph Convolutional Networkscited by 11,282
  3. 2017Graph Attention Networkscited by 8,854
  4. 2023Segment Anythingcited by 8,158
  5. 2020House-GAN: Relational Generative Adversarial Networks for Graph-constrained House Layout Generationcited by 86
  6. 2022HouseDiffusion: Vector Floorplan Generation via a Diffusion Model with Discrete and Continuous Denoisingcited by 72
  7. 2019CubiCasa5K: A Dataset and an Improved Multi-Task Model for Floorplan Image Analysiscited by 49
  8. 2019Conv-MPN: Convolutional Message Passing Neural Network for Structured Outdoor Architecture Reconstructioncited by 25
  9. 2024Graph Transformer GANs with Graph Masked Modeling for Architectural Layout Generationcited by 5
  10. 2021Versailles-FP dataset: Wall Detection in Ancientcited by 3
  11. 2023SSIG: A Visually-Guided Graph Edit Distance for Floor Plan Similaritycited by 2
  12. 2022Generating Topological Structure of Floorplans from Room Attributescited by 1

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 1; 2025: 5; 2026: 7.

13 papers.

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