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
id acadia17_590
authors Steinfeld, Kyle
year 2017
title Dreams May Come
source ACADIA 2017: DISCIPLINES & DISRUPTION [Proceedings of the 37th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-692-96506-1] Cambridge, MA 2-4 November, 2017), pp. 590- 599
summary This paper argues that prevailing approaches to CAD software have been fashioned to support modes of reasoning only of secondary importance to design activity, and that, due to some recent developments in computer vision, this state of affairs may be about to change. Surveying the current state of CAD tools, a critical position is developed based upon the best current understanding of the cognitive processes related to design. Following a high-level overview of some of the important developments in computer vision, and a curated set of examples of the applications these developments are finding in practices loosely related to architectural design, we draw out a number of parallels between machine learning (ML) and design thinking. We expect that this will serve as a guide to future research at the intersection of ML and architectural design tools.
keywords education society & culture; computer vision; education
series ACADIA
full text file.pdf (1,772,445 bytes)
references Content-type: text/plain
Details Citation Select
100%; open Bechtel, William, and Adele Abrahamsen (2002) Find in CUMINCAD Connectionism and the Mind: Parallel Processing, Dynamics, and Evolution in Networks , Malden, MA: Wiley-Blackwell, 2002

100%; open Branson, Steve, Grant Van Horn, Serge Belongie, and Pietro Perona (2014) Find in CUMINCAD Bird Species Categorization Using Pose Normalized Deep Convolutional Nets , arXiv:1406.2952

100%; open Choi, Sungbin (2015) Find in CUMINCAD Plant Identification with Deep Convolutional Neural Network: SNUMedinfo at LifeCLEF Plant Identification Task 2015 , Working Notes of International Conference of the Cross-Language Evaluation Forum for European Languages, September 8–11. Conference. Toulouse, France: CLEF.

100%; open Cross, Nigel (2011) Find in CUMINCAD Design Thinking: Understanding How Designers Think and Work , Oxford, UK: Bloomsbury Academic

100%; open DeLanda, Manuel (2002) Find in CUMINCAD Deleuze and the Use of the Genetic Algorithm in Architecture , Architectural Design 71 (7): 9–12

100%; open DeLanda, Manuel (2002) Find in CUMINCAD The Use of Genetic Algorithms in Art , Synthetic Digital Ecologies: Proceedings of the 32nd Annual Conference of the Association for Computer Aided Design in Architecture, edited by Jason Kelly Johnson, Mark Cabrinha, and Kyle Steinfeld, 25–31. San Francisco: ACADIA.

100%; open Duarte, José Pinto (2001) Find in CUMINCAD Customizing Mass Housing : A Discursive Grammar for Siza’s Malagueira Houses , Ph.D. Thesis, Massachusetts Institute of Technology.

100%; open Erhan, Dumitru, Aaron Courville, Yoshua Bengio, and Pascal Vincent (2009) Find in CUMINCAD Visualizing Higher Layer Features of a Deep Network , Technical Report 1341, DIRO, Université de Montréal

100%; open Galperina, Marina (2015) Find in CUMINCAD Is Google’s Deep Dream Art? , Hopes&Fears, July 14, 2015.

100%; open Gatys, Leon A., Alexander S. Ecker, and Matthias Bethge (2016) Find in CUMINCAD Image Style Transfer Using Convolutional Neural Networks , 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2414–23. Las Vegas, NV: CVPR. doi:10.1109/CVPR.2016.265

100%; open Gedenryd, Henrik (1998) Find in CUMINCAD How Designers Work: Making Sense of Authentic Cognitive Activities , Ph.D. Thesis, Lund University.

100%; open Knight, Terry, and George Stiny (2003) Find in CUMINCAD Classical and Non-Classical Computation , arq: Architectural Research Quarterly 6 (1): 5–10

100%; open Kogan, Gene, and Francis Tseng (2017) Find in CUMINCAD Machine Learning for Artists , Machine Learning for Artists.

100%; open Kohavi, Ron, and Foster Provost (1998) Find in CUMINCAD Glossary of Terms , Machine Learning 30 (2–3): 271–274

100%; open LeCun, Y., B. Boser, J. S. Denker, D. Henderson, R. E. Howard, W. Hubbard, and L. D. Jackel (1989) Find in CUMINCAD Backpropagation Applied to Handwritten Zip Code Recognition , Neural Computation 1 (4): 541–51. doi:10.1162/neco.1989.1.4.541

100%; open Luan, Fujun, Sylvain Paris, Eli Shechtman, and Kavita Bala (2017) Find in CUMINCAD Deep Photo Style Transfer , arXiv:1703.07511 [Cs], March 22, 2017

100%; open March, Lionel (1976) Find in CUMINCAD The Logic of Design and the Question of Value , The Architecture of Form, edited by Lionel March. Cambridge, UK: Cambridge University Press

100%; open Nielsen, Michael A (2015) Find in CUMINCAD Neural Networks and Deep Learning , Determination Press. eBook.

100%; open Peirce, Charles Sanders (1974) Find in CUMINCAD Collected Papers of Charles Sanders Peirce , Cambridge, MA: Harvard University Press

100%; open Schön, Donald (1983) Find in CUMINCAD The Reflective Practitioner: How Professionals Think in Action , New York: Basic Books

last changed 2017/10/17 09:13
pick and add to favorite papersHOMELOGIN (you are user _anon_28400 from group guest) CUMINCAD Papers Powered by SciX Open Publishing Services 1.002