Comic2CEBX: A system for automatic comic content adaptation

Luyuan Li, Yongtao Wang, Liangcai Gao, Zhi Tang, C. Suen
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引用次数: 5

Abstract

Comics are popular almost throughout the world. With the help of comic document digitization, it is much easier for people to archive and browse comic works. However, there are still some big challenges along with comic document digitization progress. Among these challenges, comic content adaptation is an important one to be tackled. The existing works only focus on parts of this problem and do not provide a tangible solution to display comic contents on different devices. In this paper, we solve these problems by proposing Comic2CEBX, a system which can automatically convert a set of scanned comic page images into a CEBX file that allows reflowing of the original comic pages with fixed layouts. Taking raw comic images as inputs, our system first extracts three kinds of low-level visual patterns and then uses multilayer Conditional Random Fields to detect all the panels. Meanwhile, our system automatically identifies the reading orders of the panels within each page. Finally, we encapsulate the comic page images and the obtained page structure information (i.e., the panels detection results and the corresponding reading orders) to generate a CEBX file. Experimental results show that our comic page layout analysis method achieves better performance than the existing ones, and use case presentation of the CEBX files produced by our system demonstrates that it brings better comic reading experience especially on mobile devices.
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Comic2CEBX:自动改编漫画内容的系统
漫画几乎在全世界都很受欢迎。在漫画文献数字化的帮助下,人们对漫画作品的归档和浏览变得更加容易。然而,伴随着漫画文献数字化的进程,漫画文献的数字化也面临着一些巨大的挑战。在这些挑战中,漫画内容改编是一个需要解决的重要问题。现有的作品只关注这个问题的一部分,并没有提供一个切实的解决方案,以显示漫画内容在不同的设备。在本文中,我们提出了Comic2CEBX系统来解决这些问题,Comic2CEBX系统可以自动将一组扫描的漫画页面图像转换为CEBX文件,该文件允许具有固定布局的原始漫画页面的回流。我们的系统以原始漫画图像为输入,首先提取三种低级视觉模式,然后使用多层条件随机场检测所有面板。同时,我们的系统自动识别每个页面内面板的阅读顺序。最后,我们将漫画页面图像和获得的页面结构信息(即面板检测结果和相应的阅读顺序)封装成CEBX文件。实验结果表明,我们的漫画页面布局分析方法比现有的漫画页面布局分析方法取得了更好的性能,并且系统生成的CEBX文件的用例演示表明,它带来了更好的漫画阅读体验,特别是在移动设备上。
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