联机阿拉伯字符识别的组合修剪Kohonen地图

N. Mezghani, M. Cheriet, A. Mitiche
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引用次数: 36

摘要

本研究的目的是探讨一种高效的在线阿拉伯文字符识别方法。该方法基于Kohonen映射及其相应的混淆矩阵的使用,这些混淆矩阵用于标记导致错误的节点,并将它们组合在一起。我们使用两种不同的字符表示获得的两个Kohonen映射,即傅里叶描述子和沿字符在线信号提取的切线。然后使用多数投票决策规则将两张Kohonen地图组合在一起,对于每个角色来说,这有利于最可靠的地图。这种组合在不显著增加过程复杂性的情况下,提供了更好的识别率。
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Combination of pruned Kohonen maps for on-line arabic characters recognition
The purpose of this study is to investigate a methodfor high performance on-line Arabic characters recognition.This method is based on the use of Kohonen mapsand their corresponding confusion matrices which serve toprune them of error-causing nodes, and to combine themconsequently. We use two Kohonen maps obtained usingtwo distinct character representations, namely, Fourier descriptorsand tangents extracted along the characters on-linesignals. The two Kohonen maps are then combined usinga majority vote decision rule that, for each character,favors the most reliable map. This combination, withoutadding in any significant way to the process complexity, affordsa much better recognition rate.
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