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_038
authors Chen, Jielin and Stouffs, Rudi
year 2021
title From Exploration to Interpretation - Adopting Deep Representation Learning Models to Latent Space Interpretation of Architectural Design Alternatives
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. 131-140
doi https://doi.org/10.52842/conf.caadria.2021.1.131
summary An informative interpretation of the hyper-dimensional design solution space can potentially enhance the cognitive capacity of designers with respect to both conventional design practice and the research domain of computational-aided generative design. However, the hitherto research of design space exploration has had limited focus on the interpretation of the hyper solution space per se due to the knowledge gap pertaining to representation and generation. Representation learning techniques, as a core paradigm in the statistically empowered domain of machine learning, possess the capability of extracting a convoluted probabilistic distribution of hyperspace with latent features from unorganized data sources in a generalized manner, which can be an intuitive modus operandi for a structural interpretation of the intricate latent design solution space and benefit the challenging task of architectural design exploration. We examine and demonstrate the potential capabilities of representation learning techniques for the interpretation of latent architectural design solution space with consideration of disentanglement and diversity.
keywords Design space exploration; latent space interpretation; representation learning; deep generative modelling; generative architectural design
series CAADRIA
email
full text file.pdf (6,114,734 bytes)
references Content-type: text/plain
Details Citation Select
100%; open Bengio, Y, Courville, A and Vincent, P (2013) Find in CUMINCAD Representation learning: A review and new perspectives , IEEE transactions on pattern analysis and machine intelligence, 35(8), pp. 1798-1828

100%; open Eastman, C and Computing, D (2001) Find in CUMINCAD New directions in design cognition: studies of representation and recall , Eastman, C, Newstetter, W and McCracken, M (eds), Design knowing and learning: Cognition in design education, Elsevier, pp. 147-198

100%; open Erhan, H, Chan, J, Fung, G, Shireen, N and Wang, I (2017) Find in CUMINCAD Understanding Cognitive Overload in Generative Design-An Epistemic Action Analysis , Proceedings of CAADRIA 2017

100%; open Goodfellow, I, Pouget-Abadie, J, Mirza, M, Xu, B, Warde-Farley, D, Ozair, S, Courville, A and Bengio, Y (2014) Find in CUMINCAD Generative adversarial nets , Advances in neural information processing systems, pp. 2672-2680

100%; open Heusel, M, Ramsauer, H, Unterthiner, T, Nessler, B and Hochreiter, S (2017) Find in CUMINCAD Gans trained by a two time-scale update rule converge to a local nash equilibrium , Advances in neural information processing systems, pp. 6626-6637

100%; open Karras, T, Laine, S and Aila, T (2019) Find in CUMINCAD A style-based generator architecture for generative adversarial networks , Proceedings of CVPR 2019, pp. 4401-4410

100%; open Karras, T, Laine, S, Aittala, M, Hellsten, J, Lehtinen, J and Aila, T (2020) Find in CUMINCAD Analyzing and improving the image quality of stylegan , Proceedings of CVPR 2020, pp. 8110-8119

100%; open Patterson, G, Xu, C, Su, H and Hays, J (2014) Find in CUMINCAD The sun attribute database: Beyond categories for deeper scene understanding , International Journal of Computer Vision, 108(1-2), pp. 59-81

100%; open Shen, Y, Gu, J, Tang, X and Zhou, B (2020) Find in CUMINCAD Interpreting the latent space of gans for semantic face editing , Proceedings of CVPR 2020, pp. 9243-9252

100%; open Sönmez, NO (2015) Find in CUMINCAD Architectural layout evolution through similarity-based evaluation , International Journal of Architectural Computing, 13(3-4), pp. 271-297

100%; open Woodbury, RF and Burrow, AL (2006) Find in CUMINCAD Whither design space? , Artificial Intelligence for Engineering Design, Analysis and Manufacturing: AI EDAM, 20(2), p. 63

last changed 2022/06/07 07:55
pick and add to favorite papersHOMELOGIN (you are user _anon_45898 from group guest) CUMINCAD Papers Powered by SciX Open Publishing Services 1.002