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首页> 外文期刊>Pattern Recognition: The Journal of the Pattern Recognition Society >A ROBUST AND FAST SKEW DETECTION ALGORITHM FOR GENERIC DOCUMENTS
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A ROBUST AND FAST SKEW DETECTION ALGORITHM FOR GENERIC DOCUMENTS

机译:通用文档的鲁棒快速偏移检测算法

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摘要

A robust and fast skew detection algorithm based on hierarchical Hough transform is proposed. It is capable of detecting the skew angle for various document images, including technical articles, postal labels, handwritten text, forms, drawings and bar codes. The algorithm is robust even when black margins introduced by photocopying are present in the image and when the document is scanned at a low resolution of 50 dpi. The algorithm consists of two steps. In the first step we quickly extract the centroids of connected components using a graph data structure. Then, a hierarchical Hough transform (at two different angular resolutions) is applied to the selected centroids. The skew angle corresponds to the location of the highest peak in the Hough space. The performance of the algorithm is shown on a number of document images collected from various application domains. The algorithm is not very sensitive to algorithmic parameters. For an A4 size document image scanned at 50 dpi (typically 413 x 575 pixels), our algorithm is able to detect the skew angle with an accuracy of 0.1 degrees in 0.4s of CPU time on a SunSparc 20 workstation. Copyright (C) 1996 Pattern Recognition Society. [References: 21]
机译:提出了一种基于分层霍夫变换的鲁棒快速偏斜检测算法。它能够检测各种文档图像的偏斜角,包括技术文章,邮政标签,手写文本,表格,图纸和条形码。即使图像中存在由复印引起的黑边距,以及以50 dpi的低分辨率扫描文档时,该算法也很可靠。该算法包括两个步骤。第一步,我们使用图形数据结构快速提取连接组件的质心。然后,将分层的Hough变换(在两个不同的角分辨率下)应用于选定的质心。偏斜角对应于霍夫空间中最高峰的位置。在从各个应用程序域收集的许多文档图像上显示了算法的性能。该算法对算法参数不是很敏感。对于以50 dpi(通常为413 x 575像素)扫描的A4尺寸文档图像,我们的算法能够在SunSparc 20工作站上以0.4秒的CPU时间以0.1度的精度检测偏斜角。版权所有(C)1996模式识别学会。 [参考:21]

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