基于StyleGAN2的柯尔克孜族纹样的生成研究
Research on the Generation of Kirgiz Patterns Based on StyleGAN2

探究柯尔克孜民族纹样的创新生成方法，在民族优秀传统文化传播方面进行尝试。通过技术方法的创新促进民族纹样与现代时尚元素的结合，加快民族纹样的现代化应用。将收集到的柯尔克孜族图案导入到模型系统中，并运用生成式对抗网络技术对模型进行训练，使其衍生出新的纹样元素，建立柯尔克孜族纹样元素库。在实验样本有限的情况下，得到了柯尔克孜族创新性纹样，丰富了柯尔克孜族纹样元素库，为进一步探索更可控的纹样生成技术奠定了基础。运用生成式对抗网络模型计算得到的柯尔克孜族纹样元素，既有传统纹样的艺术性，也满足了信息时代艺术设计衍生的时效性需求，更与现代时尚追求偏好相一致。通过在现代文创产品和服装服饰等设计中的应用，促进了优秀民族文化的传播和继承。
The objection of this study is to explore the innovative generation method of Kirgiz ethnic pattern and attempt to apply it into diffusion of the excellent traditional culture of the nation, promote the combination of ethnic patterns and modern fashion elements through the innovation of technical methods, and accelerate the modern application of ethnic patterns. The collected Kirgiz patterns were imported into the model system, and the model was trained using generative adversarial network technology to derive new pattern elements and establish a Kirgiz pattern element library. In the case of limited experimental samples, the innovative patterns of Kirgiz were obtained, and the pattern element library of Kirgiz was enriched, which is favorable for further exploration of more controllable pattern generation techniques. The Kirgiz ethnic pattern elements calculated using the generative adversarial network model not only have the artistry of traditional patterns, but also meet the timeliness requirements of derivation of art and design at information age, and are consistent with the contemporary preferences for fashion pursuit. Through its application in modern cultural and creative products and clothing design, the study has promoted the dissemination and inheritance of excellent ethnic culture.