基于扩散模型的联珠团窠纹再生设计研究
RESEARCH ON THE REGENERATION DESIGN OF LIANZHU TUANKE PATTERN BASED ON DIFFUSION MODEL
赵丽妍 1王永琪2
作者信息
- 1. 浙江理工大学国际时装技术学院
- 2. 浙江理工大学服装学院
- 折叠
摘要
生成式人工智能正广泛应用于图像生成领域,为解决传统纹样设计方法创作联珠团窠纹耗时耗力的问题,研究扩散模型应用于联珠团窠纹再生设计的方法.通过对联珠团窠纹艺术结构特征的提取和扩散模型中交叉注意力模块的研究,设计有效的描述文本并重构扩散模型,提出以结构相似度作为参考标准,采用高斯函数确定阈值进行筛选的再生设计方法.主客观评价结果证明了运用重构的扩散模型进行纹样再生设计的可行性.为联珠团窠纹的再生设计提供了新的思路与方法.
Abstract
The creation of images makes extensive use of artificial intelligence generated content.The application of the diffusion model is examined for Lianzhu Tuanke pattern regeneration design in order to address the issue of time-consuming and labor-intensive traditional pattern design approaches in making Lianzhu Tuanke pattern.An effective description text is created and the diffusion model is rebuilt by extracting the structural and artistic characteristics of Lianzhu Tuanke pattern and researching the cross attention module in the diffusion model.The application of structural similarity as a benchmark and the Gaussian function to establish the screening threshold are both part of the suggested regenerative design process.The findings of the subjective and objective evaluations show that applying the reconstructed diffusion model for pattern regeneration design is feasible.This offers advanced concepts and techniques for the regeneration design of Lianzhu Tuanke pattern.
关键词
联珠团窠纹/扩散模型/纹样再生设计/结构相似度/生成式人工智能Key words
Lianzhu tuanke pattern/Diffusion model/Pattern regeneration design/Structural similarity index/Artificial intelligence generated content引用本文复制引用
出版年
2024
国家科技期刊平台
NSTL
万方数据