网页色彩评价与传递
Color Assessment and Transfer for Web Pages
摘要:
颜色在设计和访问Web页面中起着特别重要的作用。一个设计良好的配色方案可以提高网页的视觉美感,促进用户交互。就我们所知,现有的颜色评价研究主要集中在图像上,对网页颜色评价和编辑的研究还很少。基于现有的在线颜色主题评价数据集,研究了网页颜色评价方法,并将其应用于网页颜色编辑。本研究共分三个部分。首先,我们研究了网页颜色主题的提取。其次,我们构建颜色评估模型,通过利用机器学习技术对网页的颜色兼容性进行评分。第三,我们将学习到的颜色评估模型到一个新的应用程序,即,颜色转移的网页。我们的研究结合了计算机图形学、Web挖掘、计算机视觉和机器学习等技术。实验结果表明,我们构建的颜色评估模型是有效的,有用的颜色转移的网页,这是很少受到关注的Web挖掘和计算机图形学社区。
英文摘要:
Colors play a particularly important role in both designing and accessing Web pages. A well-designed color scheme improves Web pages' visual aesthetic and facilitates user interactions. As far as we know, existing color assessment studies focus on images; studies on color assessment and editing for Web pages are rare. This paper investigates color assessment for Web pages based on existing online color theme-rating data sets and applies this assessment to Web color edit. This study consists of three parts. First, we study the extraction of a Web page's color theme. Second, we construct color assessment models that score the color compatibility of a Web page by leveraging machine learning techniques. Third, we incorporate the learned color assessment model into a new application, namely, color transfer for Web pages. Our study combines techniques from computer graphics, Web mining, computer vision, and machine learning. Experimental results suggest that our constructed color assessment models are effective, and useful in the color transfer for Web pages, which has received little attention in both Web mining and computer graphics communities.
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