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| 改进风格迁移算法在陶瓷绘画装饰设计中的应用研究 |
| Research on the Application of Improved Style Transfer Algorithm in Ceramic Painting Decoration Design |
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| DOI：10.16018/j.cnki.cn32-1650/n.202403007 |
| 中文关键词: 陶瓷绘画装饰 分水岭算法 风格迁移 文创产品设计 |
| 英文关键词: ceramic painting decoration watershed algorithm style transfer cultural and creative product design |
| 基金项目: |
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| 摘要点击次数: 48 |
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| 中文摘要: |
| 针对陶瓷绘画装饰艺术传播方式单一和普及率低的问题，分析了传统风格迁移算法存在迁移效果不佳、原始图像迁移后发生结构变化，以及迁移风格单一等问题，利用现代计算机技术和人工智能技术，以中国陶瓷艺术品数据库里的装饰图片为研究对象，并引入分水岭算法和局部仿射变换技术，对传统的风格迁移算法进行改进。具体地说，通过分水岭算法对输入图像和参考图像进行分割，以保持图像结构在算法迁移过程中的形状不发生变化，再通过局部仿射变换，使图像在迁移过程中的点、线、面不发生改变。试验结果显示，改进的风格迁移算法不仅克服了传统算法通常只能实现单一迁移风格的缺点，还能够更好地保留陶瓷绘画装饰的纹案表达，进一步提升生成图案的质量和陶瓷绘画装饰的效果，为陶瓷绘画装饰技艺的保护与传承提供了新的途径。 |
| 英文摘要: |
| Aiming at the problems of single communication mode and low popularization rate of decorative art of ceramic painting, this paper analyzes the problems of poor transfer effect of traditional style transfer algorithm, structural changes of original images after migration, and single transfer style. By using modern computer technology and artificial intelligence technology, this paper takes decorative pictures in Chinese ceramic art database as the research object. The watershed algorithm and local affine transform technology are introduced to improve the traditional style transfer algorithm. Specifically, the input image and reference image are divided by watershed algorithm to keep the shape of the image structure unchanged in the process of algorithm migration, and then the point, line and plane of the image do not change in the process of migration by local affine transformation. The experimental results show that the improved style transfer algorithm not only overcomes the shortcoming that the traditional algorithm can only achieve a single transfer style, but also can better retain the pattern expression of ceramic painting decoration, further improve the quality of the generated pattern and the effect of ceramic painting decoration, and provide a new way for the protection and inheritance of ceramic painting decoration techniques. |
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