{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,7]],"date-time":"2026-04-07T20:56:40Z","timestamp":1775595400950,"version":"3.50.1"},"reference-count":36,"publisher":"Oxford University Press (OUP)","issue":"4","license":[{"start":{"date-parts":[[2025,9,13]],"date-time":"2025-09-13T00:00:00Z","timestamp":1757721600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/pages\/standard-publication-reuse-rights"}],"funder":[{"name":"2023 Fujian Provincial Social Science Foundation","award":["FJ2023B081"],"award-info":[{"award-number":["FJ2023B081"]}]},{"DOI":"10.13039\/501100005270","name":"Fujian Provincial Science and Technology Department","doi-asserted-by":"publisher","award":["2024J01213"],"award-info":[{"award-number":["2024J01213"]}],"id":[{"id":"10.13039\/501100005270","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Scientific Research Foundation of Zhejiang Sci-Tech University","award":["XJ2024000301"],"award-info":[{"award-number":["XJ2024000301"]}]},{"name":"Planning of Philosophy and Social Sciences in Zhejiang Province","award":["25NDJC065YBMS"],"award-info":[{"award-number":["25NDJC065YBMS"]}]},{"name":"The Social Science Project for Talent Introduction of Minjiang University","award":["mju25015"],"award-info":[{"award-number":["mju25015"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,12,1]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>This research aims to explore the application of artificial intelligence-generated content (AIGC) technology in traditional Chinese paper-cut design and promote the protection and inheritance of traditional Chinese paper-cut culture. First, the paper-cut works of paper-cut artist are analyzed to extract the characteristic factors of her design styles. Second, based on the characteristics of the paper-cut style, a dedicated dataset for model training is constructed and passed into the fine-tuning network to train and generate a Low-Rank Adaptation (LoRA) fine-tuning model with the design style characteristics of the paper-cut artists. Finally, the paper-cut LoRA model is combined with the stable diffusion model to complete the intelligent design practice of traditional paper-cut. Through experimental verification, the paper-cut model trained in this research can effectively realize the migration design of traditional paper-cut artists\u2019 design style and improve the efficiency of paper-cut design. This research proposes a paper-cut style generation method based on AIGC, which provides a new perspective for the protection and development of paper-cut culture. This method reduces the difficulty of paper-cut design, optimizes the design process, and improves design efficiency, providing technical support for the sustainable development of paper-cut art. At the same time, it also has important significance and value for the digital inheritance and innovation of other intangible cultural heritage.<\/jats:p>","DOI":"10.1093\/llc\/fqaf053","type":"journal-article","created":{"date-parts":[[2025,6,7]],"date-time":"2025-06-07T07:42:13Z","timestamp":1749282133000},"page":"1115-1125","source":"Crossref","is-referenced-by-count":2,"title":["AIGC empowers the sustainable development of traditional Chinese paper-cut"],"prefix":"10.1093","volume":"40","author":[{"given":"Daoling","family":"Chen","sequence":"first","affiliation":[{"name":"Clothing and Design Faculty, Minjiang University , Fuzhou, 350108,","place":["China"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pengpeng","family":"Cheng","sequence":"additional","affiliation":[{"name":"Fashion Faculty, Zhejiang Science and Technology University , Hangzhou, 311199,","place":["China"]}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"286","published-online":{"date-parts":[[2025,9,13]]},"reference":[{"key":"2025103103523876300_fqaf053-B1","first-page":"35","article-title":"Research Status and Development Trend of Generative Artificial Intelligence\u2019","volume":"42","author":"Che","year":"2024","journal-title":"Science and Technology Review"},{"key":"2025103103523876300_fqaf053-B2","first-page":"1","article-title":"Chinese Ink Painting Style Transfer Based on Diffusion Model\u2019","author":"Chen","year":"2024","journal-title":"Journal of Chongqing Technology and Business University (Natural Science Edition)"},{"key":"2025103103523876300_fqaf053-B3","doi-asserted-by":"crossref","first-page":"519","DOI":"10.1016\/j.procs.2024.10.062","article-title":"Exploration of Brand Visual Communication Innovation Design Method Based on AIGC Technology\u2019","volume":"247","author":"Chen","year":"2024","journal-title":"Procedia 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