{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,17]],"date-time":"2026-05-17T02:07:07Z","timestamp":1778983627771,"version":"3.51.4"},"publisher-location":"New York, NY, USA","reference-count":27,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,12,17]],"date-time":"2022-12-17T00:00:00Z","timestamp":1671235200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,12,17]]},"DOI":"10.1145\/3582099.3582125","type":"proceedings-article","created":{"date-parts":[[2023,4,20]],"date-time":"2023-04-20T13:11:59Z","timestamp":1681996319000},"page":"165-170","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Analyzing Design Typicality by Image Classification with Deep Learning"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5224-2675","authenticated-orcid":false,"given":"Hung-Hsiang","family":"Wang","sequence":"first","affiliation":[{"name":"Department of Industrial Design, National Taipei University of Technology, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8435-4118","authenticated-orcid":false,"given":"Yun-Yun","family":"Hung","sequence":"additional","affiliation":[{"name":"Department of Industrial Design, National Taipei University of Technology, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6386-1209","authenticated-orcid":false,"given":"Yun-Ya","family":"Shen","sequence":"additional","affiliation":[{"name":"Department of Industrial Design, National Taipei University of Technology, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2023,4,20]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1086\/208542"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-16-0041-8_49"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.5220\/0007933506530657"},{"key":"e_1_3_2_1_4_1","first-page":"2","article-title":"Effects of novelty and its dimensions on aesthetic preference in product design","volume":"6","author":"Hung W-K.","year":"2012","unstructured":"Hung, W-K., & Chen, L. Effects of novelty and its dimensions on aesthetic preference in product design. International Journal of Design, 6, 2, 2012. 81-90.","journal-title":"International Journal of Design"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1057\/s41262-017-0059-z"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1108\/JFMM-10-2016-0092"},{"key":"e_1_3_2_1_7_1","volume-title":"Proceedings of International Association of Societies Design Research Iasdr 2009: Rigor and Relevance in Design","author":"Athavankar U.","year":"2009","unstructured":"Athavankar, U. From product semantics to generative methods. In Proceedings of International Association of Societies Design Research Iasdr 2009: Rigor and Relevance in Design, Seoul, Oct 2009."},{"key":"e_1_3_2_1_8_1","volume-title":"from https:\/\/www.behance.net\/gallery\/36697393\/Twisty-(Bicycle-Product-semantics)","author":"Grover B.","year":"2021","unstructured":"Grover, B. Twisty (Bicycle-Product semantics), from https:\/\/www.behance.net\/gallery\/36697393\/Twisty-(Bicycle-Product-semantics) 2021."},{"key":"e_1_3_2_1_9_1","first-page":"1","article-title":"Most advanced, yet acceptable': typicality and novelty as joint predictors of aesthetic preference in industrial design. British journal of psychology (London, England: 1953), 94","author":"Hekkert P.","year":"2003","unstructured":"Hekkert, P., Snelders, D., & van Wieringen, P. C. Most advanced, yet acceptable': typicality and novelty as joint predictors of aesthetic preference in industrial design. British journal of psychology (London, England: 1953), 94, Pt 1, 2003. 111-124.","journal-title":"Pt"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1086\/323733"},{"key":"e_1_3_2_1_11_1","volume-title":"The joint effect of typicality and novelty on aesthetic pleasure for product designs: Influences of safety and risk","author":"Blijlevens J.","year":"2014","unstructured":"Blijlevens, J., Hekkert, P., & Thurgood, C. The joint effect of typicality and novelty on aesthetic pleasure for product designs: Influences of safety and risk. 2014."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1287\/mksc.1110.0633"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1509\/jm.15.0315"},{"key":"e_1_3_2_1_14_1","first-page":"54","article-title":"Objective measures of design typicality","author":"Mayer S.","year":"2018","unstructured":"Mayer, S., & Landwehr, J.R. Objective measures of design typicality. Design Studies, 54, 2018. 146-161.","journal-title":"Design Studies"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2013.6639347"},{"key":"e_1_3_2_1_16_1","first-page":"29","article-title":"Style synthesis and analysis of car designs for style quantification based on product appearance similarities","author":"Hyun K. H.","year":"2015","unstructured":"Hyun, K. H., Lee, J. H., Kim, M., & Cho, S. Style synthesis and analysis of car designs for style quantification based on product appearance similarities. Adv. Eng. Inform., 29, 2015. 483-494.","journal-title":"Adv. Eng. Inform."},{"key":"e_1_3_2_1_17_1","volume-title":"The history began from AlexNet: A comprehensive survey on deep learning approaches, arXiv","author":"Alom M. Z.","year":"2018","unstructured":"Alom, M. Z., Taha, T. M., Yakopcic, C., Westberg, S., Hasan, M., Esesn, B. V., & Asari, V. K. The history began from AlexNet: A comprehensive survey on deep learning approaches, arXiv, 2018. http:\/\/arxiv.org\/abs\/1803.01164"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11831-019-09344-w"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-81-322-1050-4_104"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.21608\/idj.2020.81510"},{"key":"e_1_3_2_1_21_1","volume-title":"W. Machine Learning for Intelligent Industrial Design. In Proceedings of the 1st International Workshop on Machine Learning in Software Engineering and the ECML PKDD 2021 Conference","author":"Fournier-Viger P.","year":"2021","unstructured":"Fournier-Viger, P., Nawaz, M. S., Song, W., & Gan, W. Machine Learning for Intelligent Industrial Design. In Proceedings of the 1st International Workshop on Machine Learning in Software Engineering and the ECML PKDD 2021 Conference, September 2021."},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.procir.2020.01.135"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cirp.2018.04.018"},{"key":"e_1_3_2_1_24_1","first-page":"197","article-title":"a deep learning package for weka based ondeeplearning4j","author":"Lang S","year":"2019","unstructured":"Lang, S, Bravo-Marquez, F., & Beckham, C. Wekadee-plearning4j: a deep learning package for weka based ondeeplearning4j, Knowledge-Based Systems. 197, 2019. 48\u201350.","journal-title":"Knowledge-Based Systems."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1540-5885.2011.00871.x"},{"key":"e_1_3_2_1_26_1","first-page":"37","article-title":"Classifiers and their metrics quantified","author":"Brown J. B","year":"2018","unstructured":"Brown, J. B. Classifiers and their metrics quantified, Molecular Informatics, 37, 2018. 1-2, 1700127.","journal-title":"Molecular Informatics"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICTAI.2009.25"}],"event":{"name":"AICCC 2022: 2022 5th Artificial Intelligence and Cloud Computing Conference","location":"Osaka Japan","acronym":"AICCC 2022"},"container-title":["Proceedings of the 2022 5th Artificial Intelligence and Cloud Computing Conference"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3582099.3582125","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3582099.3582125","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,17]],"date-time":"2026-05-17T01:41:03Z","timestamp":1778982063000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3582099.3582125"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12,17]]},"references-count":27,"alternative-id":["10.1145\/3582099.3582125","10.1145\/3582099"],"URL":"https:\/\/doi.org\/10.1145\/3582099.3582125","relation":{},"subject":[],"published":{"date-parts":[[2022,12,17]]},"assertion":[{"value":"2023-04-20","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}