Projekter pr. år
Beskrivelse
The dataset contains 2.904 geometries of single-family houses in the form of annotated Point Clouds, and was developed in order to train 3D Generative Adversarial Networks. The geometries are segmented within 3 classes: wall, roof, floor. The points of the point clouds are saved in .pts files while their labels are saved in .seg files.
The creation of the dataset was done in a semi-automated way that consists of two stages:
a) creation of module geometries representing building components (done in Rhino3D)
b) the conversion of the geometries into Point Clouds with the Cockroach plug-in.
25 wall modules and 35 roof modules were created. Each wall module was combined with each roof module. Data augmentation methods were applied to maximize the size of the dataset: the modules were scaled in 3 ranges, and rotated 90 degrees for a wider feature space.
The dataset can be used to train 3D GANs with architecturally relevant data.
Connected publication describing a use case of this dataset to follow.
Dato for tilgængelighed | 9 nov. 2022 |
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Forlag | Mendeley Data |
Projekter
- 1 Afsluttet
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Reconsidering otherness: using machine learning to design conceptual architecture
Horvath, A., Lauritzen, J. M., Klages, M. & Pouliou, P.
18/11/2021 → 31/07/2023
Projekter: Projekt › Forskning
Udstyr
Publikation
- 3 Tidsskriftartikel
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Speculative hybrids: Investigating the generation of conceptual architectural forms through the use of 3D generative adversarial networks
Pouliou, P., Horvath, A. S. & Palamas, G., jun. 2023, I: International Journal of Architectural Computing. 21, 2, s. 315-336 22 s.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review
Åben adgangFil1 Citationer (Scopus)180 Downloads (Pure) -
ComPara: A Corpus Linguistics in English of Computation in Architecture Dataset
Horvath, A-S., apr. 2022, I: Data in Brief. 42, 108169.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review
Åben adgangFil2 Citationer (Scopus)58 Downloads (Pure) -
How we talk(ed) about it: Ways of speaking about computational architecture
Horvath, A-S., jun. 2022, I: International Journal of Architectural Computing. 20, 2, s. 150-175 26 s.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review
Åben adgangFil5 Citationer (Scopus)321 Downloads (Pure)
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Towards Critical Entanglements of Machine Learning Aesthetics and Architecture
Anca-Simona Horvath (Foredragsholder)
28 okt. 2022Aktivitet: Foredrag og mundtlige bidrag › Konferenceoplæg
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Reconsidering the Artificial in Machine Vision Aesthetics for Architecture
Anca-Simona Horvath (Foredragsholder)
9 maj 2022Aktivitet: Foredrag og mundtlige bidrag › Gæsteforelæsning