{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,4]],"date-time":"2026-03-04T03:56:53Z","timestamp":1772596613389,"version":"3.50.1"},"reference-count":39,"publisher":"Informa UK Limited","issue":"8","content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["International Journal of Human\u2013Computer Interaction"],"published-print":{"date-parts":[[2020,5,8]]},"DOI":"10.1080\/10447318.2019.1680921","type":"journal-article","created":{"date-parts":[[2019,10,22]],"date-time":"2019-10-22T06:59:10Z","timestamp":1571727550000},"page":"699-708","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":10,"title":["Design of Semantic-Based Colorization of Graphical User Interface Through Conditional Generative Adversarial Nets"],"prefix":"10.1080","volume":"36","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4199-936X","authenticated-orcid":false,"given":"Younghoon","family":"Lee","sequence":"first","affiliation":[{"name":"Department of Industrial and Systems Engineering, Seoul National University of Science and Technology, Seoul, Korea"}]},{"given":"Sungzoon","family":"Cho","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering and Institute for Industrial Systems Innovation, Seoul National University, Seoul, Korea"}]}],"member":"301","published-online":{"date-parts":[[2019,10,21]]},"reference":[{"key":"cit0001","unstructured":"Android. (2018). The color system - material design. Retrieved from https:\/\/material.io\/design\/color\/the-color-system.html"},{"key":"cit0002","first-page":"431","volume-title":"In Proceedings of the european conference on computer vision (eccv)","author":"Bahng H.","year":"2018"},{"issue":"4","key":"cit0003","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1145\/2766978","volume":"34","author":"Chang H.","year":"2015","journal-title":"ACM Transactions on Graphics (TOG)"},{"key":"cit0004","first-page":"62","volume-title":"In Proceedings of the ieee conference on computer vision and pattern recognition workshops","author":"Cho J.","year":"2017"},{"issue":"5","key":"cit0005","doi-asserted-by":"crossref","first-page":"429","DOI":"10.1002\/col.21922","volume":"40","author":"Choi K.","year":"2015","journal-title":"Color Research & Application"},{"key":"cit0006","unstructured":"Color-hex. (2019). Color hex color codes. Retrieved from https:\/\/www.color-hex.com\/"},{"issue":"5","key":"cit0007","first-page":"2014","volume":"7","author":"Dastidar D. G.","year":"2014","journal-title":"Accessed"},{"key":"cit0008","unstructured":"GitHub. (2017). Bbc news dataset. Retrieved from https:\/\/github.com\/InvincibleWu\/NLP-AdjectiveEmbedding"},{"issue":"1","key":"cit0009","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1145\/3009924","volume":"24","author":"Jahanian A.","year":"2017","journal-title":"ACM Transactions on Computer-Human Interaction (TOCHI)"},{"key":"cit0010","unstructured":"Karacan, L., Akata, Z., Erdem, A. & Erdem, E. (2016). Learning to generate images of outdoor scenes from attributes and semantic layouts. arXiv preprint arXiv:1612.00215."},{"key":"cit0011","doi-asserted-by":"crossref","unstructured":"Kawakami, K., Dyer, C., Routledge, B. R. & Smith, N. A. (2016). Character sequence models for colorfulwords. arXiv preprint arXiv:1609.08777.","DOI":"10.18653\/v1\/D16-1202"},{"key":"cit0012","unstructured":"Kingma, D. P. & Ba, J. (2014). Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980."},{"key":"cit0013","unstructured":"Koo, S. (2016). Automatic colorization with deep convolutional generative adversarial networks. Retrieved from http:\/\/cs231n.stanford.edu\/reports\/2016\/pdfs\/224 Report.pdf"},{"key":"cit0014","unstructured":"Lant, K. (2019). Art by computers: How artificial intelligence will shape the future of design. 99designs."},{"key":"cit0015","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1111\/cgf.12409","volume":"33","author":"Liu Y.","year":"2014","journal-title":"In Computer Graphics Forum"},{"key":"cit0016","unstructured":"Mathieu, M., Couprie, C. & LeCun, Y. (2015). Deep multi-scale video prediction beyond mean square error. arXiv preprint arXiv:1511.05440."},{"issue":"1","key":"cit0017","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1162\/tacl_a_00126","volume":"3","author":"McMahan B.","year":"2015","journal-title":"Transactions of the Association of Computational Linguistics"},{"key":"cit0018","first-page":"3111","author":"Mikolov T.","year":"2013","journal-title":"In Advances in Neural Information Processing Systems"},{"key":"cit0019","unstructured":"Mirza, M. & Osindero, S. (2014). Conditional generative adversarial nets. arXiv preprint arXiv:1411.1784."},{"key":"cit0020","doi-asserted-by":"crossref","unstructured":"Monroe, W., Hawkins, R. X., Goodman, N. D. & Potts, C. (2017). Colors in context: A pragmatic neural model for grounded language understanding. arXiv preprint arXiv:1703.10186.","DOI":"10.1162\/tacl_a_00064"},{"key":"cit0021","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1007\/978-3-319-94544-6_9","volume-title":"In International conference on articulated motion and deformable objects","author":"Nazeri K.","year":"2018"},{"issue":"1","key":"cit0022","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1109\/MC.2017.6","volume":"50","author":"Oulasvirta A.","year":"2017","journal-title":"Computer"},{"key":"cit0023","doi-asserted-by":"crossref","first-page":"1532","DOI":"10.3115\/v1\/D14-1162","volume-title":"In Proceedings of the 2014 conference on empirical methods in natural language processing (emnlp)","author":"Pennington J.","year":"2014"},{"issue":"1","key":"cit0024","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1080\/23796529.2014.11674713","volume":"33","author":"Pettersson R.","year":"2014","journal-title":"Journal of Visual Literacy"},{"key":"cit0025","unstructured":"Philips, M. (2018). The present and future of ai in design infographic. Toptal."},{"key":"cit0026","unstructured":"Reed, S., Akata, Z., Yan, X., Logeswaran, L., Schiele, B. & Lee, H. (2016). Generative adversarial text to image synthesis. arXiv preprint arXiv:1605.05396."},{"key":"cit0027","first-page":"217","volume-title":"Advances in neural information processing systems","author":"Reed S. E.","year":"2016"},{"key":"cit0028","doi-asserted-by":"crossref","first-page":"212","DOI":"10.1109\/CVPRW.2017.32","volume-title":"2017 ieee conference on computer vision and pattern recognition workshops (cvprw)","author":"Su\u00e1rez P. L.","year":"2017"},{"key":"cit0029","unstructured":"Tam, K. (2018). Can artificial intelligence replace graphic designers? Medium."},{"key":"cit0030","doi-asserted-by":"crossref","first-page":"1555","DOI":"10.3115\/v1\/P14-1146","volume-title":"Proceedings of the 52nd annual meeting of the association for computational linguistics (volume 1: Long papers)","volume":"1","author":"Tang D.","year":"2014"},{"key":"cit0031","unstructured":"Teixeira, F. (2017). How ai has started to impact our work as designers. Medium."},{"key":"cit0032","volume-title":"Brain food!: Ai driven design","volume":"4","author":"van Bodegraven J.","year":"2019"},{"key":"cit0033","unstructured":"Vetrov, Y. (2017). Algorithm-driven design: How artificial intelligence is changing design. Smashing magazine. https:\/\/www. smashingmagazine. com\/2017\/01\/algorithm-driven-design-howartificial-intelligence-changing-design."},{"key":"cit0034","doi-asserted-by":"crossref","unstructured":"Xiao, Y., Zhou, P. & Zheng, Y. (2018). Interactive deep colorization with simultaneous global and local inputs. arXiv preprint arXiv:1801.09083.","DOI":"10.1109\/ICASSP.2019.8683686"},{"key":"cit0035","first-page":"517","volume-title":"In European conference on computer vision","author":"Yoo D.","year":"2016"},{"key":"cit0036","first-page":"5907","volume-title":"In Proceedings of the ieee international conference on computer vision","author":"Zhang H.","year":"2017"},{"key":"cit0037","first-page":"649","volume-title":"In European conference on computer vision","author":"Zhang R.","year":"2016"},{"key":"cit0038","doi-asserted-by":"crossref","unstructured":"Zhang, R., Zhu, J.Y., Isola, P., Geng, X., Lin, A. S., Yu, T. & Efros, A. A. (2017). Real-time user-guided image colorization with learned deep priors. arXiv preprint arXiv:1705.02999.","DOI":"10.1145\/3072959.3073703"},{"key":"cit0039","first-page":"262","volume-title":"In European conference on computer vision","author":"Zhou Y.","year":"2016"}],"container-title":["International Journal of Human\u2013Computer Interaction"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/10447318.2019.1680921","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,21]],"date-time":"2021-10-21T01:45:29Z","timestamp":1634780729000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/10447318.2019.1680921"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,10,21]]},"references-count":39,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2020,5,8]]}},"alternative-id":["10.1080\/10447318.2019.1680921"],"URL":"https:\/\/doi.org\/10.1080\/10447318.2019.1680921","relation":{},"ISSN":["1044-7318","1532-7590"],"issn-type":[{"value":"1044-7318","type":"print"},{"value":"1532-7590","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,10,21]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=hihc20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=hihc20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2019-10-21","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}