上海大学学报(自然科学版) ›› 2010, Vol. 16 ›› Issue (6): 614-619.doi: 1007-2861.2010.06.012

• 通信与信息工程 • 上一篇    下一篇

基于广义可信度阈值判别和多分辨率方向梯度直方图的字符预分类

  

  1. (上海大学 通信与信息工程学院,上海 200072)
  • 收稿日期:2009-09-02 出版日期:2010-12-21 发布日期:2010-12-21
  • 通讯作者: 孙广玲(1973~),女,副教授,博士,研究方向为图像与视频处理分析、机器学习. Email:sunguangling@shu.edu.cn E-mail:sunguangling@shu.edu.cn
  • 作者简介:孙广玲(1973~),女,副教授,博士,研究方向为图像与视频处理分析、机器学习. Email:sunguangling@shu.edu.cn
  • 基金资助:

    上诲市教委科研基金资助项目(06AZ036)

Character Pre-classification Based on Generalized Confidence Threshold  Determination and Multi-resolution Histograms of Oriented Gradients

  1. (School of Communication and Information Engineering, Shanghai University, Shanghai 200072, China)
  • Received:2009-09-02 Online:2010-12-21 Published:2010-12-21

摘要:

针对字符预分类问题,提出基于广义可信度阈值判别的规则和多分辨率方向梯度直方图特征,证明该规则具有“错误率”和“平均候选类别数”的最优折衷.基于梯度图像高斯金字塔,提取了多分辨率方向梯度直方图特征.实验结果表明,该规则和特征具有一定的优越性.

关键词: 预分类;广义可信度;多分辨率方向梯度直方图

Abstract:

 For character preclassification, a generalized confidence threshold determination rule and multi-resolution histograms of oriented gradients feature are proposed. It is shown that an optimal tradeoff between “error rate”and “average candidate number” can be obtained based on the proposed rule. From the Gaussian pyramid of a gradient image,multi-resolution histograms of oriented gradients are extracted. Experimental results indicate superior performance of the proposed rule and features. 

Key words: pre-classification; generalized confidence; multi-resolution histogram of oriented gradient

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