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Fuzzy-Based Segmentation for Variable Font-Sized Text Extraction from Images/Videos

机译:基于模糊的分割,从图像/视频中提取可变大小的文本

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摘要

Textual information embedded in multimedia can provide a vital tool for indexing and retrieval. A lot of work is done in the field of text localization and detection because of its very fundamental importance. One of the biggest challenges of text detection is to deal with variation in font sizes and image resolution. This problem gets elevated due to the undersegmentation or oversegmentation of the regions in an image. The paper addresses this problem by proposing a solution using novel fuzzy-based method. This paper advocates postprocessing segmentation method that can solve the problem of variation in text sizes and image resolution. The methodology is tested on ICDAR 2011 Robust Reading Challenge dataset which amply proves the strength of the recommended method.
机译:嵌入在多媒体中的文本信息可以为索引和检索提供重要工具。由于其非常重要的意义,因此在文本本地化和检测领域进行了大量工作。文本检测的最大挑战之一是处理字体大小和图像分辨率的变化。由于图像中区域的分割不足或分割过度,该问题变得更加严重。本文通过提出一种使用基于模糊的新颖方法的解决方案来解决此问题。本文提倡采用后处理分割方法,以解决文本大小和图像分辨率变化的问题。该方法已在ICDAR 2011年“稳健阅读挑战”数据集上进行了测试,充分证明了推荐方法的优势。

著录项

  • 来源
    《Mathematical Problems in Engineering》 |2014年第5期|389547.1-389547.10|共10页
  • 作者单位

    MCS, National University of Science & Technology (NUST), Islamabad, Pakistan;

    MCS, National University of Science & Technology (NUST), Islamabad, Pakistan;

    College of E & ME, National University of Science & Technology (NUST), Islamabad, Pakistan;

    MCS, National University of Science & Technology (NUST), Islamabad, Pakistan;

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