文化启发下的多模态调色板生成与色彩化:一个中国青年亚文化案例

Yufan Li, Jinggang Zhuo, Ling Fan, Harry J. Wang
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引用次数: 2

摘要

色彩是平面设计的重要组成部分,它不仅是一种视觉因素,而且还承载着文化内涵。然而,现有的算法调色板生成和着色研究在很大程度上忽略了文化方面。在本文中,我们通过首先构建一个独特的颜色数据集来促进这一研究,该数据集的灵感来自一个特定的文化,即中国青年亚文化(CYS),这是一个充满活力和趋势的文化群体,特别是对于Z世代人口。我们发现CYS中使用的颜色具有不同于一般色彩理论的特殊的美学和语义特征。然后,我们开发了一个交互式多模态生成框架来创建CYS风格的调色板,该调色板可用于使用我们的自动着色模型对图像进行CYS扭曲。我们的框架通过一个演示系统来说明,该演示系统采用人在环原理设计,不断向我们的算法提供反馈。用户研究也被用来评估我们的生成结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Culture-inspired Multi-modal Color Palette Generation and Colorization: A Chinese Youth Subculture Case
Color is an essential component of graphic design, acting not only as a visual factor but also carrying cultural implications. However, existing research on algorithmic color palette generation and colorization largely ignores the cultural aspect. In this paper, we contribute to this line of research by first constructing a unique color dataset inspired by a specific culture, i.e., Chinese Youth Subculture (CYS), which is an vibrant and trending cultural group especially for the Gen Z population. We show that the colors used in CYS have special aesthetic and semantic characteristics that are different from generic color theory. We then develop an interactive multi-modal generative framework to create CYS-styled color palettes, which can be used to put a CYS twist on images using our automatic colorization model. Our framework is illustrated via a demo system designed with the human-in-the-loop principle that constantly provides feedback to our algorithms. User studies are also conducted to evaluate our generation results.
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