id |
ijac202321202 |
authors |
Koehler, Daniel |
year |
2023 |
title |
More than anything: Advocating for synthetic architectures within large-scale language-image models |
source |
International Journal of Architectural Computing 2023, Vol. 21 - no. 2, 242–255 |
summary |
Large-scale language-image (LLI) models have the potential to open new forms of critical practice through architectural research. Their success enables designers to research within discourses that are profoundly connected to the built environment but did not previously have the resources to engage in spatial research. Although LLI models do not generate coherent building ensembles, they offer an esthetic experience of an AI infused design practice. This paper contextualizes diffusion models architecturally. Through a comparison of approaches to diffusion models in architecture, this paper outlines data-centric methods that allow architects to design critically using computation. The design of text-driven latent spaces extends the histories of typological design to synthetic environments including non-building data into an architectural space. More than synthesizing quantic ratios in various arrangements, the architect contributes by assessing new categorical differences into generated work. The architects’ creativity can elevate LLI models with a synthetic architecture, nonexistent in the data sets the models learned from. |
keywords |
diffusion models, large-scale language-image models, data-centric, access to data, discrete computation, critical computational practice, synthetic architecture |
series |
journal |
references |
Content-type: text/plain
|
Alvarez L (2022)
Feather architecture by hassan ragab
, eprint: AmazingArchitecture, 2022, https://amazingarchitecture.com/futuristic/feather-architecture-by-hassan-ragab.
|
|
|
|
Aranda B and Lasch C (2006)
Tooling
, New York: Princeton Architectural Press, 2006.
|
|
|
|
Benton T (2020)
Insights into the daily life of Le Corbusier: the agendas in the Fondation Le Corbusier
, Cah Rech Archit Urbaine Paysagere 2020
|
|
|
|
Carpo M (2011)
The alphabet and the algorithm
, Cambridge, MA: MIT press, 2011.
|
|
|
|
Chowdhery A, Narang S, Devlin J, et al (2022)
PaLM: scaling language modeling with Pathways
, eprint: arXiv. https://arxiv.org/abs/2204.02311 (2022).
|
|
|
|
Croitoru F-A, Hondru V, Ionescu RT, et al (2022)
Diffusion models in vision: a survey
, IEEE Trans Pattern Anal Mach Intell. https://arxiv.org/abs/2209.04747 (2022) 1–20
|
|
|
|
Daniel M (2022)
Immersive view coming soon to Maps — plus more updates
, eprint: Google, 2022, https://blog.google/products/maps/three-maps-updates-io-2022/.
|
|
|
|
Deamer P and Rendell J (2020)
Architecture and labor
, New York, NY: Routledge, 2020.
|
|
|
|
del Campo and Matias (2022)
Neural architecture: design and artificial intelligence
, Oro: Seatle, 2022.
|
|
|
|
Du Y, Liu Z, Li J, et al (2022)
A survey of vision-language pre-trained models
, eprint: arXiv. https://arxiv.org/abs/2202.10936 (2022).
|
|
|
|
Fine K (2010)
Towards a Theory of Parts
, J Philos 2010; 107: 559–589.
|
|
|
|
Frampton K (1995)
Studies in Tectonic Culture: the poetics of constriction in nineteenth and twentieth-century architecture
, Cambridge, MA: MIT Press, 1995.
|
|
|
|
Hinterstoisser S, Lepetit V, Wohlhart P, et al (2017)
On pre-trained image features and synthetic images for deep learning
, eprint: arXiv, 2017. Epub ahead of print 2017. DOI: 10.48550/ARXIV.1710.10710
|
|
|
|
HsnRgb (2022)
Art nouveau facades disintegrate amid fantastical clouds of smoke in hassan ragab’s AI series
, eprint: Designboom | architecture & design magazine, 2022, https://www.designboom.com/architecture/art-nouveaufacades-fantastical-smoke-hassan-ragab-ai-series-11-07-2022/.
|
|
|
|
Laing R, Leon M, Isaacs J et al (2015)
Scan to BIM: the development of a clear workflow for the incorporation of point clouds within a BIM environment
, Bristol, UK: BIM, 2015, pp 279–289.
|
|
|
|
Leach Neil (2022)
What is creativity?
, ACADIA 2022: Hybrids and Haecceities: Proceedings of the 41th Annual Conference of the Association for Computer Aided Design in Architecture, Philadelphia, 2022.
|
|
|
|
Li Y (2020)
Zillow floor plan: training models to detect windows, doors and openings in panoramas
, eprint: Zillow Tech Hub, 2020, https://www.zillow.com/tech/training-models-to-detect-windows-doors-in-panos/.
|
|
|
|
Mazzucato M (2018)
The value of everything: making and taking in the global economy
, New York: Public Affairs, 2018.
|
|
|
|
McAfee A and Brynjolfsson E (2017)
Machine, platform, crowd: harnessing our digital future
, New York: W.W
|
|
|
|
McGough M (2022)
PeopleSansPeople: generating synthetic data of virtual human beings in unity
, Medium. eprint: medium. https://towardsdatascience.com/peoplesanspeople-generating-synthetic-data-of-virtual-human-beings-inunity-a1847a56895c (2022)
|
|
|
|
last changed |
2024/04/17 14:30 |
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