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

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id caadria2016_881
authors Silvestre, Joaquim; Yasushi Ikeda and Franc?ois Gue?na
year 2016
title Artificial Imagination of Architecture with Deep Convolutional Neural Network
source Living Systems and Micro-Utopias: Towards Continuous Designing, Proceedings of the 21st International Conference on Computer-Aided Architectural Design Research in Asia (CAADRIA 2016) / Melbourne 30 March–2 April 2016, pp. 881-890
summary This paper attempts to determine if an Artificial Intelli- gence system using deep convolutional neural network (ConvNet) will be able to “imagine” architecture. Imagining architecture by means of algorithms can be affiliated to the research field of generative archi- tecture. ConvNet makes it possible to avoid that difficulty by automat- ically extracting and classifying these rules as features from large ex- ample data. Moreover, image-base rendering algorithms can manipu- late those abstract rules encoded in the ConvNet. From these rules and without constructing a prior 3D model, these algorithms can generate perspective of an architectural image. To conclude, establishing shape grammar with this automated system opens prospects for generative architecture with image-base rendering algorithms.
keywords Machine learning; convolutional neural network; generative design; image-based rendering
series CAADRIA
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100%; open CoRR (2013) Find in CUMINCAD Learning Hierarchical Features for Scene Labeling , IEEE Trans

100%; open Fitzgibbon, A., Wexler, Y. and Zisserman, A. (2003) Find in CUMINCAD Image-based rendering using imagebased priors , ICCV

100%; open Fuller, M. and Sónia, M. (2011) Find in CUMINCAD Feral Computing: From Ubiquitous Calculation to Wild Interactions , Fiberculture Journal, 135, 144–163

100%; open Gatys, A. L., Ecker, S. A. and Bethge, M. (2015) Find in CUMINCAD A Neural Algorithm of Artistic Style , CoRR

100%; open Nielsen, N. M. (2015) Find in CUMINCAD Neural Networks and Deep Learning , Detremination Press

100%; open Stiny, G. (1980) Find in CUMINCAD Introduction to shape and shape grammars , Environment and Planning B, 7(3), 343–351

100%; open Terzidis, K. (2006) Find in CUMINCAD Algorithmic Architecture , Architectural Press, Boston

100%; open Wood, J. (2007) Find in CUMINCAD Design for Micro-Utopias: Making the Unthinkable Possible , Gower

100%; open Zhou, B., Lapedriza, A., Xiao, J., Torralba, A. and Oliva, A. (2014) Find in CUMINCAD Learning Deep Features for Scene Recognition using Places Database , Advances in Neural Information Processing Systems, 27 (NIPS)

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