Moda Tasarımında Yapay Zekanın Kullanımı

Year 2024, Volume: 23 Issue: 92, 1698 - 1715, 08.10.2024

Başak Boğday Sayğılı , Pınar Güven

https://doi.org/10.17755/esosder.1477707

Abstract

Öz
Bu çalışmanın amacı, moda tasarımında yapay zekâ sistemlerinin kullanımının, tasarım sürecinde tasarımcıya ve endüstriye getirdiği kolaylık ve yenilikleri inceleyerek gelecekte moda tasarım alanında yapay zekâ teknolojisinin sunacağı fırsatları araştırmaktır. Yapay zekâ sistemleri günümüzde birçok alanda olduğu gibi tasarım alanında da hız ve verimlilik açısından alternatif çözümlerle endüstrinin bir parçası haline gelmektedir. Araştırmaya göre, moda tasarımında yapay zekâ kullanımı zaman tasarrufu sağlayarak, müşterinin isteklerini ve ihtiyaçlarını daha iyi anlama ve buna bağlı olarak daha verimli sonuçlar alma, hızlı ve kolay bir şekilde daha fazla kaynağa ulaşıp, değerlendirme gibi konularda tasarımcıya katkı sunmaktadır. Bunun yanında tasarımcı ve müşterinin interaktif çalışması, trendlerin hızlı analizi ve tasarımın herkes tarafından kolayca uygulanıp, herkesin tasarım yeteneğini ortaya koyabileceği bir araç olması açısından da yapay zekanın moda tasarımdaki katkıları çok önemlidir.
Anahtar Kelimeler: Moda Tasarım, Yapay Zekâ Kullanımı, Dijital Tasarım
Abstract
The aim of this study is to examine the convenience and innovations that usage of artificial intelligence systems brings to both the designer and the industry in the design process, and to research the opportunities that artificial intelligence technology will offer in the field of fashion design in the future. Artificial intelligence systems are becoming an integral part of the industry in the field of design, as in many other areas, offering alternative solutions in terms of speed and efficiency. According to the research, the use of artificial intelligence in fashion design not only facilitates time savings for designers but also enhances their understanding of customer preferences. It also ensures that designers reach a greater amount of resources easily and quickly, thereby obtaining more efficient results. Additionally, the role of artificial intelligence as a tool for interactive collaboration between designers and customers, the capability of conducting trend analysis, and its function for everyone, enabling the demonstration of design skills, constitute critical contributions to fashion design.
Key Words: Fashion Design, Utilization of Artificial Intelligence, Digital Design

Keywords

Moda Tasarım, Yapay zeka kullanımı, dijital tasarım

The Use of Artificial Intelligence in Fashion Design

Abstract

References

• Adigwe, C. S., Olaniyi, O. O., Olabanji, S. O., Okunleye, O. J., Mayeke, N. R., & Ajayi, S. A. (2024). Forecasting the Future: The interplay of Artificial Intelligence, innovation, and competitiveness and its effect on the global economy. Asian Journal of Economics, Business and Accounting, 24(4), 126-146. https://doi.org/10.9734/ajeba/2024/v24i41269
• AI For Fashion (t.y.). Jason grech #cognitivecouture. IBM Corp. 2018. https://cognitivefashion.github.io/portfolio/couture_jasongrech/ adresinden 11 Kasım 2023 tarihinde alınmıştır.
• Arslan, Y. (2020, 11 Mart). Artık distopyanın içinde yaşıyoruz. Lacivert. https://www.lacivertdergi.com/dosya/2020/03/11/artik-distopyanin-icinde-yasiyoruz
• Arthur, R. (2018, 15 Ocak). Artificial intelligence empowers designers In IBM, Tommy Hilfiger and FIT collaboration. Forbes. https://www.forbes.com/sites/rachelarthur/2018/01/15/ai-ibm-tommy-hilfiger/?sh=5efe4a3878ac
• Audaces. (t.y.). What is virtual clothing and how does digital fashion work ? https://audaces.com/en/blog/digital-clothing adresinden 11 Kasım 2023 tarihinde alınmıştır.
• Bank of America (t.y.). Artificial intelligence: A real game changer. https://business.bofa.com/en-us/content/economic-impact-of-ai.html adresinden 24 Haziran 2024 tarihinde alınmıştır.
• Bayram, A. (2021, 15 Ocak). Generative adversarial networks (gan) nedir? Medium. https://alper-bayram.medium.com/generati%CC%87ve-adversari%CC%87al-networks-gan-nedir-f4ae346e679a
• Brownlee, J. (2019, 12 Temmuz). 18 impressive applications of generative adversarial networks (GANs). Machine Learning Mastery. https://machinelearningmastery.com/impressive-applications-of-generative-adversarial-networks/
• Cabrera, A.,&Frederick, M. (2012). Moda okulunda öğrendiğim 101 şey (B., Şansal, Çev.) Optimist Kitap. (2010, Grand Central Publishing)
• Cao, S., Chai, W., Hao, S., & Wang, G. (2023). Image reference-guided fashion design with structure-aware transfer by diffusion models [conference presentation abstract]. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (pp.3525–3529). https://openaccess.thecvf.com/content/CVPR2023W/CVFAD/papers/Cao_Image_Reference-Guided_Fashion_Design_With_Structure-Aware_Transfer_by_Diffusion_Models_CVPRW_2023_paper.pdf
• Chan, E. (2023, 10 Ağustos). 5 things to know about Ganni’s AI-inspired SS24 show. Vogue. https://www.vogue.co.uk/gallery/ganni-ss24Schwab
• Crook, L. (2021, 3 Kasım). Amber Slooten reveals her vision for a more inclusive fashion industry. Deezen. https://www.dezeen.com/2021/11/03/dezeen-15-interview-amber-slooten-the-fabricant-talk/
• Çelik, A. (2019, 6 Ekim). Genetik algoritma nedir? Medium. https://alameddinc.medium .com/genetik-algoritma-1-fbbc2c4d001d
• Çeliksap, S. (2015). Giyim ve modanın kısa öyküsü. İstanbul Aydın Üniversitesi Güzel Sanatlar Fakültesi Dergisi, 1(1), 157–164.
• Dabla-Norris, E., & Mooij, R. (2024, 17 Haziran). Fiscal policy can help broaden the gains of AI to humanity. IMF. https://www.imf.org/en/Blogs/Articles/2024/06/17/fiscal-policy-can-help-broaden-the-gains-of-ai-to-humanity
• Değerli, N. G. (2018). 21. yüzyılda giyilebilir sanatın öncü moda tasarımcıları. İdil Sanat ve Dil Dergisi, 7(51), 1413–1426. https://doi.org/10.7816/idil-07-51-13
• Dereboy, E (2004). Kostüm, moda tarihi, Özel Güzel Sanatlar Stilistlik Okulu.
• Deveci, M. (2022). Yapay zekâ uygulamalarının sanat ve tasarım alanlarına yansıması. Vankulu Sosyal Araştırmalar Dergisi, (9), 118–140. https://doi.org/10.55089/yyuvasad.1115961
• Dikmen, G. (2023, 9 Nisan 9). Yapay zekâ küresel ekonomiyi nasıl etkileyecek? Sözcü. https://www.sozcu.com.tr/yapay-zeka-kuresel-ekonomiyi-nasil-etkileyecek-wp7648358
• DuBreuil, M., & Lu, S. (2020). Traditional vs. big-data fashion trend forecasting: an examination using WGSN and EDITED. International Journal of Fashion Design, Technology and Education, 13(1), 68–77. https://doi.org/10.1080/17543266.2020.1732482
• Eleks (t.y.). About Eleks. https://eleks.com/about-eleks/ adresinden 19 Aralık 2023 tarihinde alınmıştır.
• Fairs, M. (2021, 3 Kasım). “In this future, a kid in Dakar stands as much chance as a kid in Paris” says Amber Slooten. Dezeen. http://www.dezeen.com/2021/11/03/amber-slooten-the-fabricant-fashion-manifesto-dezeen-15/
• Furtado, L. G., (2023, 8 Eylül). Collina Strada spring 2024 ready-to-wear. Vogue. https://www.vogue.com/fashion-shows/spring-2024-ready-to-wear/collina-strada
• Georgieva, K. (2014, 14 Ocak). AI will transform the global economy. Let’s make Sure it benefits humanity. IMF. https://www.imf.org/en/Blogs/Articles/2024/01/14/ai-will-transform-the-global-economy-lets-make-sure-it-benefits-humanity
• Getman, R. R., Green, D. N., Bala, K., Mall, U., Rawat, N., Appasamy, S., & Hariharan, B. (2021). Machine learning (ML) for tracking fashion trends: Documenting the frequency of the baseball cap on social media and the runway. Clothing and Textiles Research Journal, 39(4), 281–296. https://doi.org/ 10.1177/0887302X20931195
• Goldman Sachs (2023, 7 Kasım). AI may start to boost US GDP in 2027. https://www.goldmansachs.com/intelligence/pages/ai-may-start-to-boost-us-gdp-in-2027.html
• Goncharenko, V. (2023, 2 Mayıs). 10 best AI tools for fashion in 2023. Metaverse Post. https://mpost.io/tr/10-best-ai-tools-for-fashion-in-2023/
• Gök, M. O. (2021). Sanal ortamda giysi tasarım süreci: Project müze örneği. Sanat ve Tasarım Dergisi, (28), 263–277. https://doi.org/10.18603/sanatvetasarim.1048660
• Harper, L. (2019, 31 Ocak). Whistleblower Christopher Wylie joins fashion retailer H&M. The Guardian. https://www.theguardian.com/fashion/2019/jan/31/whistleblower-christopher-wylie-joins-fashion-retailer-h-m
• I amsterdam (2023, 19 Eylül). The Fabricant: the worlds first digital fashion house. https://www.iamsterdam.com/en/business/key-sectors-for-business/creative/stories/the-fabricant
• International Business Machines Corporation [IBM] (t.y.). IBM Watson to Watsonx. https://www.ibm.com/watson adresinden 19 Aralık 2023 tarihinde alınmıştır.
• International Business Machines Corporation [IBM] Data and AI Team (2023, 6 Temmuz). AI vs. machine learning vs. deep learning vs. neural networks: What’s the difference? IBM. https://www.ibm.com/blog/ai-vs-machine-learning-vs-deep-learning-vs-neural-networks/
• Jain, M. (2019, 23 Nisan). An AI “designer” just won runner-up in a major fashion design competition. Radii. https://radii.co/article/an-ai-designer-just-won-runner-up-in-a-major-fashion-design-competition
• Jawaid, R. (2023, 27 Ağustos). 20+ Midjourney prompts for fashion designers in different styles. The Tech Mantle. https://www.thetechmantle.com/midjourney-prompts-for-fashion-designers/
• Kang, W. C., Fang, C., Wang, Z., & McAuley, J. (2017, 18-21 Kasım). Visually-aware fashion recommendation and design with generative image models [conference presentation abstract]. IEEE International Conference on Data Mining (ICDM), 207–216. https://doi.org/10.1109/ICDM.2017.30
• Karataş, Z. (2015). Sosyal bilimlerde nitel araştırma yöntemleri. Manevi temelli sosyal hizmet araştırmaları dergisi, 1(1), 62–80.
• Kotouza, M. T., Tsarouchis, S. F., Kyprianidis, A. C., Chrysopoulos, A. C., & Mitkas, P. A. (2020, 5-7 Temmuz). Towards fashion recommendation: An AI system for clothing data retrieval and analysis. Artificial intelligence applications and innovations [conference presentation abstract].16th IFIP WG 12.5 International Conference, AIAI 2020, Neos Marmaras, Greece, Proceedings, Part II 16, (433-444). Springer International Publishing. https://doi.org/10.1007/978-3-030-49186-4_36¬
• Liimatainen, M. (t.y.). About. https://mattiliimatainen.com/about adresinden 10 Aralık 2023 tarihinde alınmıştır.
• Moda Kariyeri (2022, 14 Aralık). Moda zaman tüneli: 19. ve 20. yüzyıllar. https://modakariyeri.com/moda-zaman-tuneli
• Nadasbaş, S. E. (2020). Bilişsel bilişim teknolojilerinin moda endüstrisinde kullanımı. International Journal of Socıal Humanities Sciences Research, 7(50), 195–213. https://doi.org/10.26450/jshsr.1756
• Nayak, R., & Padhye, R. (2018). Artificial intelligence and its application in the apparel industry. In Automation in Garment Manufacturing (pp. 109-138). Woodhead Publishing. https://doi.org/10.1016/B978-0-08-101211-6.00005-7
• Öngün, C. (2020, 6 Şubat). Generative adversarial networks (gan) nedir? Medium. https://cihanongun.medium.com/generative-adversarial-networks-gan-nedir-5cc6a48a6870
• Pardes, A. (2019, 11 Temmuz). AI's latest job? Designing cool t-shirts. Wired. https://www.wired.com/story/artificial-intelligence-in-fashion-design/
• Peacock, S., F. (2012, 12 Temmuz). IBM Watson: The future of Bollywood fashion is cognitive. IBM. https://admin02.prod.blogs.cis.ibm.net/blogs/think/2017/07/42019/
• Rietze, A., (2016, 2 Eylül). Project Muze: Fashion inspired by you, designed by code. Google in Europe. https://blog.google/around-the-globe/google-europe/project-muze-fashion-inspired-by-you/
• Särmäkari, N., & Vänskä, A. (2022). ‘Just hit a button!’–fashion 4.0 designers as cyborgs, experimenting and designing with generative algorithms. International Journal of Fashion Design, Technology and Education, 15(2), 211–220. https://doi.org/10.1080/17543266.2021.1991005
• Sayın, E. (2022, 4 Nisan). Moda endüstrisinde yeni devir: Dijital moda. Trt Haber.https://www.trthaber.com/haber/bilim-teknoloji/moda-endustrisinde-yeni-devir-dijital-moda-675760.html
• Schwab, K. (2018, 22 Ağustos). This AI designs Balenciaga better than Balenciaga. Fast Company. https://www.fastcompany.com/90223486/this-ai-designs-balenciaga-better-than-balenciaga
• Singh, M., Bajpai, U., V, V., & Prasath, S. (2020). Generation of fashionable clothes using generative adversarial networks: A preliminary feasibility study. International Journal of Clothing Science and Technology, 32(2), 177–187. https://doi.org/10.1108/IJCST-12-2018-0148
• Soylu, A. (2018). Endüstri 4.0 ve girişimcilikte yeni yaklaşımlar. Pamukkale Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, (32), 43–57. https://doi.org/10.30794/pausbed.424955
• Stinson, L. (2016, 3 Mayıs). IBM's Watson helped design Karolina Kurkova's light-up dress for the Met Gala. Wired. https://www.wired.com/2016/05/ibms-watson-helped-design-karolina-kurkovas-light-dress-met-gala/
• Stolyar, B. (2018, 14 Şubat 14). At N.Y. fashion week, Badgley Mischka let audience vote on designs with an app. Digitaltrends. https://www.digitaltrends.com/mobile/badgley-mischka-runway-app-new-york-fashion-week/
• Subaşı, M., & Okumuş, K. (2017). Bir araştırma yöntemi olarak durum çalışması. Atatürk Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, 21(2), 419–426.
• Sussex Tech. (t.y.). William Lee’s knitting machine. Sussex County Vocational Technical School. https://www.sussexvt.k12.de.us/science/The%20History%20of%20the%20World%201500-1899/William%20Lee.htm adresinden 09 Ocak 2024 tarihinde alınmıştır.
• The Cutt, IBM (t.y.). A look inside Marchesa. The Cutt. https://www.thecut.com/2016/04/met-gala-dress-designed-by-marchesa-ibm-watson-c-v-r.html adresinden 23 Ocak 2024 adresinden alınmıştır.
• The North Lines (2023, 27 Eylül). Yapay zekânın küresel ekonomiye 4,4 trilyon dolar katkı sağlayabileceği öngörülüyor. T.C. Ticaret Bakanlığı. https://ticaret.gov.tr/blog/sektor-haberleri/yapay-zekanin-kuresel-ekonomiye-4-4-trilyon-dolar-katki-saglayabilecegi-ongoruluyor
• Tutar, H. (2023). Nitel araştırma deseni belirleme ölçütleri ve gerekçelendirilmesi. Kastamonu Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 25(1), 334–355. https://doi.org/10.21180/iibfdkastamonu.1190123
• Watson, L. (2007). Modaya Yön Verenler (G. Ayas, Çev.). (1. Baskı). Güncel Yayıncılık.
• Wickramarathne, P., De Silva, M., Weerasinghe, C., Nanayakkara, H., Abeygunawardhana, P., & Silva, S. (2019, 5-6 Aralık). Trenditex: An intelligent fashion designer [conference presentation abstract]. In 2019 International Seminar on Research of Information Technology and Intelligent Systems (ISRITI) (pp. 505–510). IEEE. https://doi.org/10.1109/ISRITI48646.2019.9034631
• Wilson, A. (2023, 25 Mayıs). Midjourney fashion: How to create inspiring designs. Approachable AI. https://approachableai.com/midjourney-fashion/
• Yıldırım, A., & Şimşek, H. (2008). Sosyal bilimlerde nitel araştırma yöntemleri (6. Baskı). Seçkin Yayıncılık.
• Yüksel, H., Çalışkan, F., & Dayık, M. (2016). Genetik algoritmaların tasarım sürecinde kullanılması. Teknik Bilimler Dergisi, 6(2).
• Yüksel, N., Börklü, H. R., Sezer, H. K., & Canyurt, O. E. (2023). Review of artificial intelligence applications in engineering design perspective. Engineering Applications of Artificial Intelligence, 118, 105697. https://doi.org/10.1016/j.engappai.2022.105697
• Zhuang, W., Ye, C., Xu, Y., Mao, P., & Zhang, S. (2022). Chat-to-Design: AI assisted personalized fashion design. arXiv. https://doi.org/10.48550/arXiv.2207.01058