CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

PDF papers
References
id caadria2021_196
authors Lu, Yueheng, Tian, Runjia, Li, Ao, Wang, Xiaoshi and Jose Luis, Garcia del Castillo Lopez
year 2021
title CubiGraph5K - Organizational Graph Generation for Structured Architectural Floor Plan Dataset
source A. Globa, J. van Ameijde, A. Fingrut, N. Kim, T.T.S. Lo (eds.), PROJECTIONS - Proceedings of the 26th CAADRIA Conference - Volume 1, The Chinese University of Hong Kong and Online, Hong Kong, 29 March - 1 April 2021, pp. 81-90
doi https://doi.org/10.52842/conf.caadria.2021.1.081
summary In this paper, a novel synthetic workflow is presented for procedural generation of room relation graphs of floor plans from structured architectural datasets. Different from classical floor plan generation models, which are based on strong heuristics or low-level pixel operations, our method relies on parsing vectorized floor plans to generate their intended organizational graph for further graph-based deep learning. This research work presents the schema for the organizational graphs, describes the generation algorithms, and analyzes its time/space complexity. As a demonstration, a new dataset called CubiGraph5K is presented. This dataset is a collection of graph representations generated by the proposed algorithms, using the floor plans in the popular CubiCasa5K dataset as inputs. The aim of this contribution is to provide a matching dataset that could be used to train neural networks on enhanced floor plan parsing, analysis and generation in future research.
keywords Graph Theory; Algorithm; Architecture Design Dataset; Organizational Graph
series CAADRIA
email
full text file.pdf (5,777,692 bytes)
references Content-type: text/plain
Details Citation Select
100%; open Baglivo, JA and Graver, JE (1983) Find in CUMINCAD Incidence and Symmetry in Design and Architecture , Cambridge University Press Cambridge

100%; open Emmons, P (2017) Find in CUMINCAD Embodying Networks: Bubble Diagrams and the Image of Modern Organicism , The Journal of Architecture, 22(5), p. 854-874

100%; open Gilmer, J, Schoenholz, SS, Riley, PF, Vinyals, O and Dahl, GE (2017) Find in CUMINCAD Neural Message Passing for Quantum Chemistry , Proceedings of the 34th International Conference on Machine Learning, p. 1263-1272

100%; open Hu, R, Huang, Z, Tang, Y, van Kaick, O, Zhang, H and Huang, H (2020) Find in CUMINCAD Graph2Plan: Learning Floorplan Generation from Layout Graphs , ACM Transactions on Graphics, 39(4)

100%; open Isola, P, Zhu, JY, Zhou, T and Efros, AA (2017) Find in CUMINCAD Image-to-Image Translation with Conditional Adversarial Networks , Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 1125-1134

100%; open Johnson, J, Gupta, A and Fei-Fei, L (2018) Find in CUMINCAD Image Generation from Scene Graphs , Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 1219-1228

100%; open Kalervo, A, Ylioinas, J, Häikiö, M, Karhu, A and Kannala, J (2019) Find in CUMINCAD CubiCasa5k: A Dataset and an Improved Multi-task Model for Floorplan Image Analysis , Scandinavian Conference on Image Analysis, pp. 28-40

100%; open Levin, PH (1964) Find in CUMINCAD Use of Graphs to Decide the Optimum Layout of Buildings , Building Research Station, Garston

100%; open Nauata, N, Chang, KH, Cheng, CY, Mori, G and Furukawa, Y (2020) Find in CUMINCAD House-GAN: Relational Generative Adversarial Networks for Graph-constrained House Layout Generation , Computer Vision - ECCV 2020 Lecture Notes in Computer Science, p. 162-177

100%; open Roth, J and Hashimshony, R (1988) Find in CUMINCAD Algorithms in Graph Theory and Their Use for Solving Problems in architectural design , Computer-Aided Design, 20(7), pp. 373-381

100%; open Scarselli, F, Gori, M, Tsoi, AC, Hagenbuchner, M and Monfardini, G (2008) Find in CUMINCAD The Graph Neural Network Model , IEEE Transactions on Neural Networks, 20(1), pp. 61-80

last changed 2022/06/07 07:59
pick and add to favorite papersHOMELOGIN (you are user _anon_279850 from group guest) CUMINCAD Papers Powered by SciX Open Publishing Services 1.002