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Fast perspective recovery of text in natural scenes

机译:自然场景中文本的快速透视恢复

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摘要

Cheap, ubiquitous, high-resolution digital cameras have led to opportunities that demand camera-based text understanding, such as wearable computing or assistive technology. Perspective distortion is one of the main challenges for text recognition in camera captured images since the camera may often not have a fronto-parallel view of the text. We present a method for perspective recovery of text in natural scenes, where text can appear as isolated words, short sentences or small paragraphs (as found on posters, billboards, shop and street signs etc.). It relies on the geometry of the characters themselves to estimate a rectifying homography for every line of text, irrespective of the view of the text over a large range of orientations. The horizontal perspective foreshortening is corrected by fitting two lines to the top and bottom of the text, while the vertical perspective foreshortening and shearing are estimated by performing a linear regression on the shear variation of the individual characters within the text line. The proposed method is efficient and fast. We present comparative results with improved recognition accuracy against the current state-of-the-art.
机译:廉价,无处不在的高分辨率数码相机带来了需要基于相机的文本理解的机会,例如可穿戴计算或辅助技术。透视图失真是相机捕获的图像中文本识别的主要挑战之一,因为相机可能经常没有文本的正面平行视图。我们提供了一种在自然场景中对文本进行透视恢复的方法,其中文本可以显示为孤立的单词,简短的句子或小段(如在海报,广告牌,商店和路牌等处发现的)。它依靠字符本身的几何形状来估计文本的每一行的校正单应性,而与在大范围的方向上的文本视图无关。通过将两行插入文本的顶部和底部,可以校正水平透视图的缩短,而通过对文本行中各个字符的剪切变化进行线性回归来估计垂直透视图的缩短和剪切。所提出的方法是高效且快速的。我们提供了与当前最新技术相比具有更高识别精度的比较结果。

著录项

  • 来源
    《Image and Vision Computing》 |2013年第10期|714-724|共11页
  • 作者单位

    Neurochemistry and Neuroimaging Laboratory, University of La Laguna, Spain,Visual Information Laboratory, University of Bristol, United Kingdom;

    Visual Information Laboratory, University of Bristol, United Kingdom;

    Department of Systems Engineering and Control and Computer Architecture, University of La Laguna, Spain;

    Neurochemistry and Neuroimaging Laboratory, University of La Laguna, Spain;

  • 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

    Scene text extraction; Perspective recovery; Homography rectification;

    机译:场景文本提取;透视恢复;单应校正;

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