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A Radical Cascade Classifier for Handwritten Chinese Character Recognition

机译:用于手写汉字识别的自由基级联分类器

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摘要

Radical extraction is the core technique for radical-based Chinese character recognition. In this paper, we proposed a new method of radical extraction - radical cascade classifier. The radical cascade classifier consists of multiple Ada Boost classifiers. It can detect and extract specific radical from characters. To apply cascade classifier to radical extraction, we focus on two main points: feature selection and radical detection. In this paper, we discussed feature selection for the radical cascade classifier and proposed two methods of radical detection. Based on these works, we constructed the radical cascade classifier and conducted experiments on HITPU databases. The experimental results have shown that our approach is efficient.
机译:自由基提取是基于部首的汉字识别的核心技术。本文提出了一种新的自由基提取方法-自由基级联分类器。部首级联分类器由多个Ada Boost分类器组成。它可以检测和提取字符中的特定部首。为了将级联分类器应用到部首提取中,我们集中于两个要点:特征选择和部首检测。在本文中,我们讨论了部首级联分类器的特征选择,并提出了两种部首检测方法。基于这些工作,我们构建了基本级联分类器,并在HITPU数据库上进行了实验。实验结果表明,我们的方法是有效的。

著录项

  • 来源
    《Journal of software》 |2012年第10期|2294-2300|共7页
  • 作者单位

    Mind, Art and Computation Lab, Fujian Key Lab of the Brain-like Intelligent Systems, School of Information Science and Technology, Xiamen University, Xiamen, China;

    Mind, Art and Computation Lab, Fujian Key Lab of the Brain-like Intelligent Systems, School of Information Science and Technology, Xiamen University, Xiamen, China;

    School of Computer Science and Information Engineering, Shanghai Institute of Technology, Shanghai, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    handwritten Chinese character recognition; radical extraction; cascade classifier;

    机译:手写汉字识别;自由基提取;级联分类器;

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