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

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id caadria2024_243
authors Han, Zhen, Li, Xiaoqian, Yuan, Ye and Stouffs, Rudi
year 2024
title GRAPH2PIX: A Generative Model for Converting Room Adjacency Relationships into Layout Images
doi https://doi.org/10.52842/conf.caadria.2024.1.139
source Nicole Gardner, Christiane M. Herr, Likai Wang, Hirano Toshiki, Sumbul Ahmad Khan (eds.), ACCELERATED DESIGN - Proceedings of the 29th CAADRIA Conference, Singapore, 20-26 April 2024, Volume 1, pp. 139–148
summary With the advancement of mathematics and computer science, deep learning-based generative design for floorplans has increasingly garnered attention among researchers. This study proposes a graph-based deep learning model, graph2pix (G2P) to synthesize floorplans guided by user-defined constraints. By incorporating room area and type information into the nodes of the graph, G2P can generate floorplans tailored to specific user requirements. It contains three sub-models: the Translator, Generator, and Discriminator. The Translator serves as the foundational 08641080
keywords Floor Plan Generative Design, Graph to Image Generative, Graph Neural Network, Room Information Addition, Conditional Generative Adversarial Network.
series CAADRIA
email
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100%; open Hu, R., Huang, Z., Tang, Y., Van Kaick, O., Zhang, H., & Huang, H. (2020) Find in CUMINCAD Graph2plan: Learning floorplan generation from layout graphs , ACM Transactions on Graphics (TOG), 39(4), 118-1. https://doi.org/10.1145/3386569.3392391

100%; open Nauata, N., Chang, K. H., Cheng, C. Y., Mori, G., & Furukawa, Y. (2020) Find in CUMINCAD House-gan: Relational generative adversarial networks for graph-constrained house layout generation , Computer Vision-ECCV 2020: 16th European Conference, Glasgow, UK, August 23-28, 2020, Proceedings, Part I 16 (pp. 162-177). Springer International Publishing. https://doi.org/10.1007/978-3-030-58452-8_10

100%; open Nauata, N., Hosseini, S., Chang, K. H., Chu, H., Cheng, C. Y., & Furukawa, Y. (2021) Find in CUMINCAD House-GAN++: Generative adversarial layout refinement network towards intelligent computational agent for professional architects , 2021 IEEE/CVF conference on computer vision and pattern recognition (CVPR). Nashville, TN, USA (IEEE). 2021: 13627-13636. In CVF Conference on Computer Vision and Pattern Recognition (CVPR) (pp. 13627-13636). https://doi.org/10.1109/CVPR46437.2021.01342

100%; open Shabani, M. A., Hosseini, S., & Furukawa, Y. (2023) Find in CUMINCAD Housediffusion: Vector floorplan generation via a diffusion model with discrete and continuous denoising , Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (pp. 5466-5475). https://doi.org/10.1109/CVPR52729.2023.00529

100%; open Sun, J., Wu, W., Liu, L., Min, W., Zhang, G., & Zheng, L. (2022) Find in CUMINCAD Wallplan: synthesizing floorplans by learning to generate wall graphs , ACM Transactions on Graphics (TOG), 41(4), 1-14. https://doi.org/10.1145/3528223.3530135

100%; open Upadhyay, A., Dubey, A., Mani Kuriakose, S., & Agarawal, S. (2023) Find in CUMINCAD FloorGAN: Generative Network for Automated Floor Layout Generation , Proceedings of the 6th Joint International Conference on Data Science & Management of Data (10th ACM IKDD CODS and 28th COMAD) (pp. 140-148). https://doi.org/10.1145/3570991.3571057

100%; open Veloso, P., Rhee, J., Bidgoli, A., & Ladron, G. (2022) Find in CUMINCAD Bubble2Floor: A Pedagogical Experience With Deep Learning for Floor Plan Generation , 27th International Conference on Computer-Aided Architectural Design Research in Asia: Intelligent and Informed, CAADRIA 2022 (pp. 373-382). The Association for Computer-Aided Architectural Design Research in Asia (CAADRIA). https://doi.org/10.52842/conf.caadria.2022.1.373

100%; open Wu, W., Fu, X. M., Tang, R., Wang, Y., Qi, Y. H., & Liu, L. (2019) Find in CUMINCAD Data-driven interior plan generation for residential buildings , ACM Transactions on Graphics (TOG), 38(6), 1-12. https://doi.org/10.1145/3355089.3356556

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