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Automatic Text Removal and Replacement in Scanned Meteorological Thematic Maps

机译:扫描气象专题图中的自动文本删除和替换

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摘要

Geo-referenced data is required in many Geographic Information System (GIS) applications and one source of such data being maps. Meteorological maps are color-coded with different regions corresponding to different values of a parameter, parsing the image to convert into data is not very difficult. However, text and different planimetric elements overlaid on the regions in the map makes accurate image to data conversion a challenging problem, because it is almost impossible to exactly replace what was underneath the text or icons i.e., the need for inpainting. In this study, we propose a probabilistic technique that uses the probability of occurrence of colors present in the map along with the occurrence of those colors in the spatial neighborhood of the pixel (corresponding to text) whose color is required to be replaced. We test the limits of our proposed technique using simulated data and compare results with a popular image editing tool using public domain data with promising results.
机译:在许多地理信息系统(GIS)应用程序中都需要地理参考数据,而此类数据的一种来源就是地图。气象图使用不同的区域进行颜色编码,这些区域对应于参数的不同值,解析图像以转换为数据并不是很困难。但是,文本和覆盖在地图区域上的不同平面元素使精确的图像到数据转换成为一个具有挑战性的问题,因为几乎不可能完全替换文本或图标下面的内容,即需要修补。在这项研究中,我们提出了一种概率技术,该技术使用地图中出现的颜色的概率以及需要替换颜色的像素(对应于文本)的空间邻域中的那些颜色的出现。我们使用模拟数据测试了我们提出的技术的局限性,并将结果与​​使用公共领域数据的流行图像编辑工具进行了比较,并获得了令人满意的结果。

著录项

  • 来源
    《Journal of computer sciences》 |2015年第5期|772-783|共12页
  • 作者单位

    Department of Information Technology, Faculty of Computing and Information Technology King Abdulaziz University, Jeddah, Kingdom of Saudi Arabia;

    Department of Information Technology, Faculty of Computing and Information Technology King Abdulaziz University, Jeddah, Kingdom of Saudi Arabia;

    Department of Arid Regions Agriculture, Faculty of Meteorology, Environment and Arid Land Agriculture King Abdulaziz University, Jeddah, Kingdom of Saudi Arabia;

    Department of Information Systems, Faculty of Computing and Information Technology King Abdulaziz University, Jeddah, Kingdom of Saudi Arabia;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Noise; Image; GIS; Map; Inpainting;

    机译:噪声;图片;地理信息系统地图;修补;

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