传统纹样的数智生成与创新设计应用  

Digital Intelligence Generation and Innovative Design Application of Traditional Patterns

作　　者：吴思熠 闫竞文 陆垠蕾 徐平华 Wu Siyi;Yan Jingwen;Lu Yinlei;Xu Pinghua(School of Fashion Design&Engineering,Zhejiang Sci-tech University,Hangzhou,Zhejiang 310018,China;Key Research Center of Philosophy and Social Sciences of Zhejiang Province(Digital Intelligence Style and Creative Design Research Center),Hangzhou,Zhejiang 310018,China;Key Laboratory of Silk Culture Heritage and Products Design Digital Technology,Ministry of Culture and Tourism,P.R.China,Hangzhou,Zhejiang 310018,China)

机构地区：[1]浙江理工大学服装学院,浙江杭州310018 [2]浙江省哲学社会科学重点培育研究基地(浙江理工大学数智风格与创意设计研究中心),浙江杭州310018 [3]丝绸文化传承与产品设计数字化技术文化和旅游部重点实验室,浙江杭州310018

出　　处：《针织工业》2025年第3期61-66,共6页Knitting Industries

基　　金：国家社科基金后期资助项目(23FYSB044);浙江省哲学社会科学规划交叉学科及冷门“绝学”课题(24LMJX09YB);浙江省重点研发计划项目(2024C01210);浙江理工大学基本科研业务费项目(24076109-Y);浙江理工大学研究生教育教学改革研究项目(YJG-Z202301);浙江省研究生教育学会科研项目(2023-012);2024年省教育厅一般科研项目(Y202457108)。

摘　　要：数智时代浪潮下,中国传统纹样的数字传承与创新迎来新机遇。文章旨在探讨利用人工智能技术实现对传统纹样的活化与创新设计。以宝相花纹样为研究对象,剖析其基本形态与结构特征,构建模型训练专用数据集;借助Stable Diffusion WebUI平台,利用LoRA模块进行专有模型训练,生成近似风格的纹样。结果表明,基于LoRA模型训练出的宝相花纹样风格近似,形式统一性强,生成效率高。在此基础上,围绕针织服装服饰等产品进行创新设计实践,为数智时尚设计中纹样创新应用提供一般范式。In the era of digital intelligence,new opportunities arise for the inheritance and innovation of traditional Chinese paterns.This paper aims to explore the revitalization and innovative design of traditional patterns using artificial intelligence technology.Taking the Baoxiang flower pattern as the research object,this study analyzes its basic forms and structural characteristics,and constructs a specialized dataset for model training Using the Stable Diffusion WebUI platform and LoRA module,the proprietary models are trained to generate patterns with approximate styles.Experimental results demonstrate that the Baoxing flower paterns generated based on LoRA model training exhibit strong uniformity in form and high generation efficiency.Besides,the innovative design practices are conducted around products such as knitted clothing and apparel,providing a general paradigm for the innovative application of patterns in intelligent fashion design.

关 键 词：传统纹样 Stable Diffusion LoRA 人工智能 创新设计 

分 类 号：TS941.2[轻工技术与工程—服装设计与工程]