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Text-aware balloon extraction from manga

机译:从漫画中提取文本识别气球

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摘要

Manga, a Japanese word for comics, is a worldwide popular visual entertainment. Nowadays, electronic devices boost the fast development of motion manga for the purpose of visual richness and manga promotion. To convert static manga images into motion mangas, text balloons are usually animated individually for better story telling. This needs the artists to cut out each text balloon meticulously, and therefore it is quite labor-intensive and time-consuming. In this paper, we propose an automatic approach that can extract text balloons from manga images both accurately and effectively. Our approach starts by extracting white areas that contain texts as text blobs. Different from existing text blob extraction methods that only rely on shape properties, we incorporate text properties in order to differentiate text blobs from texture blobs. Instead of heuristic parameter thresholding, we achieve text blob classification via learning-based classifiers. Along with the novel text blob classification method, we also make the first attempt in trying to tackle the boundary issue in balloon extraction. We apply our method on various styles of mangas and comics with texts in different languages, and convincing results are obtained in all cases.
机译:漫画(日语漫画中的日语单词)是世界范围内流行的视觉娱乐。如今,电子设备推动了运动漫画的快速发展,以达到视觉丰富和促进漫画的目的。为了将静态漫画图像转换为动作漫画,通常会单独对文本气球进行动画处理,以更好地讲故事。这需要美术人员精心剪裁每个文字提示框,因此这是相当费力且费时的。在本文中,我们提出了一种自动方法,可以从漫画图像中准确有效地提取文本气球。我们的方法首先提取包含文本的白色区域作为文本Blob。与仅依赖形状属性的现有文本斑点提取方法不同,我们合并了文本属性以区分文本斑点和纹理斑点。代替启发式参数阈值,我们通过基于学习的分类器实现文本斑点分类。除了新颖的文本斑点分类方法外,我们还首次尝试解决气球提取中的边界问题。我们将我们的方法应用于带有不同语言文本的各种样式的漫画和漫画中,并且在所有情况下均获得令人信服的结果。

著录项

  • 来源
    《The Visual Computer》 |2016年第4期|501-511|共11页
  • 作者单位

    Chinese Univ Hong Kong, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China|Chinese Univ Hong Kong, Shenzhen Res Inst, Shenzhen, Peoples R China;

    Chinese Univ Hong Kong, Shenzhen Res Inst, Shenzhen, Peoples R China;

    Chinese Univ Hong Kong, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China|Chinese Univ Hong Kong, Shenzhen Res Inst, Shenzhen, Peoples R China;

    Chinese Univ Hong Kong, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China|Chinese Univ Hong Kong, Shenzhen Res Inst, Shenzhen, Peoples R China;

    S China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510641, Guangdong, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Computational manga; Image processing; Manga segmentation; Balloon extraction; Text detection;

    机译:计算漫画;图像处理;漫画分割;气球提取;文本检测;
  • 入库时间 2022-08-17 13:03:58

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