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 sigradi2022_168
authors Koh, Immanuel
year 2022
title Palette2Interior Architecture: From Syntactic and Semantic Colour Palettes to Generative Interiors with Deep Learning
source Herrera, PC, Dreifuss-Serrano, C, Gómez, P, Arris-Calderon, LF, Critical Appropriations - Proceedings of the XXVI Conference of the Iberoamerican Society of Digital Graphics (SIGraDi 2022), Universidad Peruana de Ciencias Aplicadas, Lima, 7-11 November 2022 , pp. 187–198
summary Colour palettes have long played a significant role in not only capturing design ambience (e.g., as mood boards), but more significantly, in translating an abstract intuition into an explicit ordering mechanism for design representation and synthesis, whether it is in the discipline of graphic design, interior design or architectural design. Might this difficult process of design synthesis from a low-dimensional colour input domain to a high-dimensional spatial design output domain be computationally mapped? Using today’s generative adversarial networks (GANs), the paper aims to investigate this plausibility, and in doing so, hoping to envision an AI-augmented design workflow and tooling. Newly-created datasets are made procedurally and used to train three different types of deep learning models in the specific context of generating living room interior layouts. The results suggest that a combination of syntactic and semantic generative processes is necessary for a critical appropriation of such AI models
keywords Machine Learning, Artificial Intelligence, Deep Neural Networks, Colour Palette, Interior Design
series SIGraDi
email
full text file.pdf (14,936,895 bytes)
references Content-type: text/plain
Details Citation Select
100%; open Lertrusdachakul, T., Ruxpaitoon, K., & Thiptarajan, K. (2019) Find in CUMINCAD Color Palette Extraction by Using Modified K-means Clustering , 2019 7th International Electrical Engineering Congress (IEECON), 1-4. https://doi.org/10.1109/iEECON45304.2019.8938867

last changed 2023/05/16 16:55
pick and add to favorite papersHOMELOGIN (you are user _anon_822569 from group guest) CUMINCAD Papers Powered by SciX Open Publishing Services 1.002