脱机手写文本的处理:时间信息的多边形逼近与强制

Abuhaiba I.S.I., Holt M.J.J., Datta S.
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引用次数: 18

摘要

提出了在识别之前处理离线阿拉伯笔迹的算法。第一种算法将平滑和细化的图像转换为多边形近似。第二种算法确定书写的起始顶点。第三种算法通过按照与阿拉伯笔迹一致的顺序遍历笔划的图形来强制执行时间信息。它实现了以下启发式规则:从起始顶点到结束顶点遍历笔划多边形的最小距离路径使其顶点按照编写笔划时生成的顺序排列。第三种算法是从中国邮递员问题的标准解发展而来的,应用于笔划图。应用特殊规则来强制笔划上的时间信息,以获得与阿拉伯语手写一致的最有可能的遍历。测试中使用了五名受试者(n=4065)书写的无限制手写笔画。在92.6%的样本中,所提出的算法恢复了实际的时间信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Processing of Off-Line Handwritten Text: Polygonal Approximation and Enforcement of Temporal Information

Algorithms to process off-line Arabic handwriting prior to recognition are presented. The first algorithm converts smoothed and thinned images into polygonal approximations. The second algorithm determines the start vertex of writing. The third algorithm enforces temporal information by traversing the graph of the stroke in an order consistent with Arabic handwriting. It implements the following heuristic rule: the minimum distance path that traverses the stroke′s polygon from the start vertex to the end vertex has its vertices ordered as they were generated when the stroke was written. This third algorithm is developed from a standard solution of the Chinese postman′s problem applied to the graph of the stroke. Special rules to enforce temporal information on the stroke to obtain the most likely traversal that is consistent with Arabic handwriting are applied. Unconstrained handwritten strokes written by five subjects, (n = 4065) were used in testing. In 92.6% of the samples, the proposed algorithms restored the actual temporal information.

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