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 caadria2019_109
authors Kim, Jinsung, Song, Jaeyeol and Lee, Jin-Kook
year 2019
title Approach to Auto-recognition of Design Elements for the Intelligent Management of Interior Pictures
source M. Haeusler, M. A. Schnabel, T. Fukuda (eds.), Intelligent & Informed - Proceedings of the 24th CAADRIA Conference - Volume 2, Victoria University of Wellington, Wellington, New Zealand, 15-18 April 2019, pp. 785-794
summary This paper explores automated recognition of elements in interior design pictures for an intelligent design reference management system. Precedent design references have a significant role to help architects, designer and even clients in general architecture design process. Pictures are one of the representation that could exactly show a kind of design idea and knowledge. Due to the velocity, variety and volume of reference pictures data with growth of references platform, it is hard and time-consuming to handle the data with current manual way. To solve this problem , this paper depicts a deep learning-based approach to figuring out design elements and recognizing the design feature of them on the interior pictures using faster-RCNN and CNN algorithms. The targets are the residential furniture such as a table and a seating. Through proposed application, input pictures can automatically have tagging data as follows; seating1(type: sofa, seating capacity: two-seaters, design style: classic)
keywords Interior design picture; Design element; Design feature; Automated recognition; Design Reference management
series CAADRIA
full text file.pdf (2,707,585 bytes)
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100%; open Abadi, M, Agarwal, A, Barham, P, Brevdo, E, Chen, Z, Citro, C, Corrado, GS, Davis, A, Dean, J, Devin, M and Ghemawat, S (2016) Find in CUMINCAD Tensorflow: Large-scale machine learning on heterogeneous distributed systems , OSDI, pp. 265-238

100%; open Bella, S and Bala, K (2015) Find in CUMINCAD Learning visual similarity for product design with convolutional neural networks , ACM Transactions on Graphics, 34(4), p. 98

100%; open Cross, N (2006) Find in CUMINCAD Designerly ways of knowing , Springer

100%; open David, CL, Stephanie, R, Raymond, S, Dmitry, K, Kevin, CM, Zhigang, Z, Jenny, L and Yushi, J (2017) Find in CUMINCAD Related pins at pinterest: The evolution of a real-world recommender system , Proceedings of the 26th International Conference on World Wide Web Companion, pp. 583-592

100%; open Eilouti, BH (2009) Find in CUMINCAD Design knowledge recycling using precedent-based analysis and synthesis models , Design Studies, 30(4), pp. 340-368

100%; open Hu, Z, Wen, Y, Liu, L, Jiang, J, Hong, R, Wang, M and Yan, S (2017) Find in CUMINCAD Visual Classification of Furniture Styles , ACM Transactions on Intelligent Systems and Technology (TIST), 8(5), p. 67

100%; open Kim, J, Song, J and Lee, JK (2018) Find in CUMINCAD Approach to the extraction of design features of interior design elements using image recognition Technique , Proceedings of the 23rd CAADRIA, pp. 287-296

100%; open Krizhevsky, A, Sutskever, I and Hinton, GE (2012) Find in CUMINCAD Imagenet classification with deep convolutional neural networks , Proceedings of Advances in neural information processing systems, pp. 1097-1105

100%; open LeCun, Y, Bengio, Y and Hinton, G (2015) Find in CUMINCAD Deep learning , Nature, 521(7553), pp. 436-444

100%; open Lee, AS (2010) Find in CUMINCAD A study on predicting consumers'satisfaction based on the features of furniture product designs , International Journal of Organizational Innovation, 2(3), p. 138

100%; open Redmon, J, Divvala, S, Girshick, R and Farhadi, A (2016) Find in CUMINCAD You only look once: Unified, realtime object detection , Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 779-788

100%; open Ren, S, He, K, Girshick, R and Sun, J (2015) Find in CUMINCAD Faster r-cnn: Towards real-time object detection with region proposal networks , Proceedings of Advances in neural information processing systems, pp. 91-99

100%; open Rezgui, Y (2006) Find in CUMINCAD Ontology-centered knowledge management using information retrieval techniques , Journal of Computing in Civil Engineering, 20(4), pp. 261-270

100%; open Rittel, HW and Webber, MM (1973) Find in CUMINCAD Webber MM (1973), Dilemmas in a general theory of planning , Policy sciences, 4(2), pp. 155-169

100%; open Szegedy, C, Vanhoucke, V, Ioffe, S, Shlens, J and Wojna, Z (2016) Find in CUMINCAD Rethinking the inception architecture for computer vision , Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 2818-2826

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