Art

J-GLOBAL ID：202002248748240108   Reference number：20A1720207

CREATION AND VERIFICATION OF DEEP-LEARNING-BASED DESIGN AI Image generation of cityscapes and building facades

Deep Learningを用いたデザインAIの作成と検証 街並みと建築物外観の画像生成を対象に

Author (2)： YAMADA SATOSHI (立命館大学理工学部建築都市デザイン学科) ,  ONO KOTARO (立命館大学理工学研究科環境都市専攻)
Material： 日本建築学会計画系論文集  (Journal of Architecture and Planning (Transactions of AIJ))
Volume： 85  Issue： 770  Page： 987-995(J-STAGE)  Publication year： 2020 
JST Material Number： Y0894A  ISSN： 1340-4210  Document type： Article
Article type： 原著論文  Country of issue： Japan (JPN)  Language： JAPANESE (JA)

Thesaurus term： *machine learning ,  *artificial intelligence ,  *architectural design ,  support program ,  demonstration experiment ,  townscape ,  building ,  facade ,  *image synthesis ,  architect ,  content(document resource) ,  neural network(biomodel) ,  information source ,  reconstitution ,  mathematical property ,  subjective evaluation ,  image recognition ,  synergism
Semi thesaurus term： deep learning ,  AI (artificial intelligence) ,  ル・コルビジエ ,  Generative Adversarial Networks

Author keywords (12)： 人工知能(AI) ,  Deep Learning ,  コンピューテショナルデザイン ,  コルビュジェ ,  街並み ,  建築物外観 ,  Artificial intelligence ,  Deep learning ,  Computational design ,  Le Corbusier ,  City landscape ,  Building Facades

JST classification (2)： Architectural design,architects,architectural history  (RB04000W) ,  Urban planning in general,urban economics  (RD01010S)

Reference (27)：

• 1) Tero Karras, et al. : Progressive Growing of GANs for Improved Quality, Stability, and Variation, Under review as a conference paper at ICLR, 2017.12
• 2) Noam Mor, Lior Wolf, Adam Polyak, Yaniv Taigman : A Universal Music Translation Network, arXiv:1805.07848, 2018.5
• 3) David Donahue, Anna Rumshisky : Adversarial Text Generation Without Reinforcement Learning, arXiv:1810.06640v2, 2019.1
• 4) Ian J Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warge-Farley, Sherjil Ozair, Aaron Couville, Yoshua Bengio : Generative Adversarial Nets, Advances in Neural Information Processing Systems 27, pp. 1-9, 2014.12
• 5) Isola, Phillip and Zhu, Jun-Yan and Zhou, Tinghui and Efros, Alexei A : Image-to-Image Translation with Conditional Adversarial Networks, arXiv:1611.07004, 2016.11

Terms in the title (6)： デザイン ,  AI ,  検証 ,  建築物 ,  外観 ,  画像生成