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首页> 外文期刊>International Journal on Document Analysis and Recognition (IJDAR) >Document binarization with automatic parameter tuning
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Document binarization with automatic parameter tuning

机译:具有自动参数调整功能的文档二值化

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摘要

Document analysis systems often begin with binarization as a first processing stage. Although numerous techniques for binarization have been proposed, the results produced can vary in quality and often prove sensitive to the settings of one or more control parameters. This paper examines a promising approach to binarization based upon simple principles, and shows that its success depends most significantly upon the values of two key parameters. It further describes an automatic technique for setting these parameters in a manner that tunes them to the individual image, yielding a final binarization algorithm that can cut total error by one-third with respect to the baseline version. The results of this method advance the state of the art on recent benchmarks.
机译:文档分析系统通常从二值化开始作为第一个处理阶段。尽管已经提出了许多用于二值化的技术,但是产生的结果可能在质量上有所不同,并且经常证明对一个或多个控制参数的设置敏感。本文研究了一种基于简单原理的有前途的二值化方法,并表明其成功在很大程度上取决于两个关键参数的值。它还描述了一种自动技术,用于以将其调整为单个图像的方式来设置这些参数,从而产生最终的二值化算法,该算法可以将总误差相对于基线版本减少三分之一。该方法的结果在最新基准上提高了技术水平。

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