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A Survey of Elastic Matching Techniques for Handwritten Character Recognition

机译:弹性匹配技术在手写字符识别中的应用研究

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This paper presents a survey of elastic matching (EM) techniques employed in handwritten character recognition. EM is often called deformable template, flexible matching, or nonlinear template matching, and defined as the optimization problem of two-dimensional warping (2DW) which specifies the pixel-to-pixel correspondence between two subjected character image patterns. The pattern distance evaluated under optimized 2DW is invariant to a certain range of geometric deformations. Thus, by using the EM distance as a discriminant function, recognition systems robust to the deformations of handwritten characters can be realized. In this paper, EM techniques are classified according to the type of 2DW and the properties of each class are outlined. Several topics around EM, such as the category-dependent deformation tendency of handwritten characters, are also discussed.
机译:本文介绍了手写字符识别中使用的弹性匹配(EM)技术的概况。 EM通常被称为可变形模板,柔性匹配或非线性模板匹配,并且被定义为二维变形(2DW)的优化问题,该问题指定了两个所处理字符图像图案之间的像素间对应关系。在优化的2DW下评估的图案距离对于一定范围的几何变形是不变的。因此,通过将EM距离用作判别函数,可以实现对手写字符的变形具有鲁棒性的识别系统。本文根据2DW的类型对EM技术进行分类,并概述了每个类的属性。还讨论了围绕EM的几个主题,例如手写字符的类别相关变形趋势。

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