首页|基于LoRA模型的非遗数字化传承:以楚漆器为例

基于LoRA模型的非遗数字化传承:以楚漆器为例

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在智能化时代的浪潮下,人工智能技术逐渐渗透至各行各业,也为非物质文化遗产的保护与传承带来前所未有的新机遇.本文旨在探索人工智能在非物质文化遗产传承中的新应用.首先,梳理了人工智能赋能非物质文化遗产传承的新思路,并以楚漆器为研究对象,剖析其发展历程和艺术风格.其次,对楚漆器的资源进行了系统的数字化采集和处理,构建了一个模型训练的专用数据集.随后,利用LoRA模型成功训练出能够反映楚漆器风格特点的高效智能模型.该模型进一步被导入Stable Diffusion完成智能设计实践.通过这一系列的技术应用和创新实践,不仅为楚漆器的保护和发展开辟了新视角,同时也为非物质文化遗产的数字化传承提供了新的思路和方法.此外,本文成果对其他非物质文化遗产的数字化传承工作同样具有一定的参考价值和借鉴意义.
Digital Inheritance of Intangible Cultural Heritage Based on the LoRA Model:a Case Study of Chu Lacquerware
In the wave of the intelligent era,artificial intelligence technology is increasingly penetrating various industries,bringing unprecedented new opportunities for the protection and inheritance of intangible cultural heritage.This paper aims to explore the novel applications of AI in the inheritance of intangible cultural heritage.Initially,the paper reviews new approaches for empowering intangible cultural heritage inheritance with AI,focusing on Chu Lacquerware as the subject of study,analyzing its developmental history and artistic style.Subsequently,a systematic digital collection and processing of Chu Lacquerware resources were conducted,leading to the creation of a specialized dataset for model training.Utilizing the LoRA model,an efficient intelligent model capable of reflecting the stylistic features of Chu Lacquerware was successfully trained.This model was further integrated into the Stable Diffusion for intelligent design implementation.Through this series of technical applications and innovative practices,the study not only opens new perspectives for the protection and development of Chu Lacquerware but also provides new approaches and methods for the digital inheritance of intangible cultural heritage.Furthermore,the findings of this paper also hold significant reference value and implications for the digital inheritance of other intangible cultural heritages.

Artificial Intelligencedigital inheritanceChu LacquerwareLoRAmodel

侯云鹏、彭涵、刘育晖

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华中科技大学,湖北武汉 430074

光影交互服务技术文化和旅游部重点实验室,湖北武汉 430074

人工智能 数字化传承 楚漆器 LoRA模型

教育部人文社会科学研究青年基金

21YJC760049

2024

设计艺术研究
武汉理工大学

设计艺术研究

影响因子:0.397
ISSN:2095-0705
年,卷(期):2024.14(1)
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