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House-GAN: Relational Generative Adversarial Networks for Graph-constrained House Layout Generation
[article]
2020
arXiv
pre-print
Preserved Fulltext
This paper proposes a novel graph-constrained generative adversarial network, whose generator and discriminator are built upon relational architecture. ...
We have demonstrated the proposed architecture for a new house layout generation problem, whose task is to take an architectural constraint as a graph (i.e., the number and types of rooms with their spatial ...
We would like to thank architects and students for participating in our user study. ...
arXiv:2003.06988v1
fatcat:l3awmdlkxrau3flx5l64oigbea
House-GAN++: Generative Adversarial Layout Refinement Networks
[article]
2021
arXiv
pre-print
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2021; you can also visit the original URL.
The file type is application/pdf.
This paper proposes a novel generative adversarial layout refinement network for automated floorplan generation. ...
Our architecture is an integration of a graph-constrained relational GAN and a conditional GAN, where a previously generated layout becomes the next input constraint, enabling iterative refinement. ...
We would like to thank architects and students for participating in our user study. ...
arXiv:2103.02574v1
fatcat:kqeskhqec5dulesb23mkl6gkme
Generative Design Software Development Process for Architecture
2021
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2021; you can also visit the original URL.
The file type is application/pdf.
To demonstrate the feasibility of the process, I developed a GD software for a basement parking layout design task. ...
Based on the generative method of variational modeling with optimization, this tool can generate a variety of valuablebasement parking layouts in a very limited amount of time. ...
For example the House-GAN project, which is a novel graph-constrained house layout generator based on a relational generative adversarial network (Nauata et al. 2020) , and the GAN based room layout ...
doi:10.1184/r1/14136008.v1
fatcat:tvijsckei5beneqywuunneq7na