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Novel approaches towards slope and slant correction for tri-script handwritten word images

机译:三脚本手写单词图像的倾斜和倾斜校正的新方法

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摘要

Slope and slant correction of offline handwritten word images are two of the major pre-processing steps in document image processing, because these reduce the variations in writing, thereby make further processing of the same much easier. This paper presents novel slope and slant correction methods that are applied in three different script handwritten words namely Devanagari, Bangla and Roman. The language dependency and the computational complexity of state-of-the-art approaches towards the word level slope and slant correction are addressed here. A new technique for approximate core region detection is introduced here for skew detection and then linear regression is recursively applied to de-skew the word image. Whereas, in case of slant correction, a novel cost function over the vertical projection of de-skewed image is designed and optimized to fix the uniform slant angle of text words. A new benchmarked database is developed herein to evaluate the proposed methods both quantitatively and qualitatively. Comparison of the performances by our methods with some existing slope and slant correction methods reveals that our methods are more accurate and faster.
机译:离线手写文字图像的倾斜和倾斜校正是文档图像处理中的两个主要预处理步骤,因为它们减少了书写的变化,从而使得对其进行进一步处理变得更加容易。本文介绍了新颖的坡度和倾斜校正方法,该方法适用于三种不同的手写体单词:梵文,孟加拉语和罗马语。这里介绍了针对语言水平倾斜和倾斜校正的最新方法的语言依赖性和计算复杂性。这里介绍了一种新的近似核心区域检测技术,用于偏斜检测,然后递归应用线性回归以对单词图像进行偏斜。然而,在倾斜校正的情况下,设计并优化了偏斜图像垂直投影上的新型成本函数,以固定文本单词的均匀倾斜角。本文开发了一个新的基准数据库,以定量和定性地评估所提出的方法。通过将我们的方法与一些现有的斜率和倾斜校正方法进行性能比较,结果表明我们的方法更准确,更快速。

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