期刊文献+

基于支持向量机的联机手写维吾尔字符识别 被引量:4

SVM-BASED RECOGNITION ALGORITHM OF ONLINE HANDWRITTEN UYGHUR CHARACTERS
下载PDF
导出
摘要 提出一种基于结构特征的手写维吾尔字符识别算法,首先根据字符的笔画数目将待识别字符划分为五个子集,然后再根据"附加笔画位置"等特征对字符集再进行划分。根据每个子集中的字符分布情况,提取不同长度的特征向量,然后利用SVM为每个字符集构造一个分类器,进行训练和识别。 This paper presents a recognition algorithm of handwritten Uyghur characters based on structural features.According to the number of strokes,the characters are first divided into five subsets,and then each subset is further classified on the basis of features such as "the position of additional strokes" and so on.Based on characters distribution in each subgroup,feature vectors with different-length are extracted,and then for each character set a classifier is constructed using SVM in order to train and recognise.
作者 韩林峰 赵晖
出处 《计算机应用与软件》 CSCD 北大核心 2012年第3期179-182,共4页 Computer Applications and Software
基金 新疆维吾尔自治区自然科学基金(200821124)
关键词 维吾尔字符 结构特征 SVM Uyghur characters Structural features SVM
  • 相关文献

参考文献7

  • 1袁保社,吾守尔.斯拉木.一种手写维吾尔文字母识别算法[J].计算机工程,2010,36(2):186-188. 被引量:22
  • 2Douglas D,Peucker T.Algorithms for the reduction of the number ofpoints required to represent a digitized line or its caricature[J].TheCanadian Cartographer,1973,10(2):112-122.
  • 3哈力木拉提,阿孜古丽.多字体印刷维吾尔文字符识别系统的研究与开发[J].计算机学报,2004,27(11):1480-1484. 被引量:35
  • 4边肇棋,等.模式识别[M].2版.北京:清华大学出版社,2007:235-237.
  • 5科尔曼,等.算法导论[M].2版.影印版.北京:高等教育出版社,2002:575-580.
  • 6Chin Chung Chang,Chih Jenlin.LIBSVM:A Library for Support Vec-tor Machines 2004.
  • 7Margner V,Pechwitz M,El Abed H.ICDAR 2005 Arabic Handwrit-ing Recognition Competition[C]//Proc.of the 8th Inter.Conf.onDocument Analysis and Recognition(ICDAR),2005,1:70-74.

二级参考文献9

  • 1缪成,袁保社,吾守尔.斯拉木,李莉.维、哈、柯、汉、英多文种处理平台的设计与实现[J].计算机工程,2004,30(10):71-73. 被引量:20
  • 2张淑萍,袁保社.一种手机数字键盘的维吾尔文字母输入法[J].电脑知识与技术,2005(9):60-62. 被引量:5
  • 3国家技术监督局.GB12050-1989信息处理交换用维吾尔文编码图形字符集[S].1989.
  • 4Zhao Bo-Zhang,Zhang Song-Zhi.Chinese Information Processing.Beijing:China Astronautics Publishing House,1990(in Chinese)(赵泊璋.张松芝.中文信息处理技术. 北京:中国宇航出版社,1990)
  • 5Wu You-Shou, Ding Xiao-Qing.Chinese Character Recognition Mode and Practice. Beijing: Higher Education Press, 1993(in Chinese)(吴佑寿,丁晓青.汉字识别原理方法与实践.北京:高等教育出版社,1993)
  • 6Sherif Sami El-dabi, Refat Ramsis, Alandin Kamel. Arabic character recognition system: A statistical approach for recognizing cursive typewriting text. Pattern Recognition, 1990, 26(5):485~495
  • 7Abuhaiba I.S.I., Ahmed P.. Restoration of temporal information offline Arabic handwriting. Pattern Recognition, 1993, 26(7): 1009~1017
  • 8Bian Zhao-Qi. Pattern Recognition.Beijing: Tsinghua University Press, 1993(in Chinese)(边肇祺.模式识别.北京:清华大学出版社,1993)
  • 9袁保社,袁晓琴.维吾尔文OpenType字库设计与实现[J].电脑知识与技术,2008(2):672-673. 被引量:8

共引文献45

同被引文献42

  • 1商琳,杨育彬,王亮,陈兆乾.基于颜色共生矩阵的纹理检索算法MCM[J].南京大学学报(自然科学版),2004,40(5):540-547. 被引量:5
  • 2贾富仓,李华.基于随机森林的多谱磁共振图像分割[J].计算机工程,2005,31(10):159-161. 被引量:14
  • 3刘健,李会方,牛新伟.基于MHMM模型的手写体汉字识别算法[J].信息安全与通信保密,2007,29(2):75-77. 被引量:3
  • 4汉华.基于Hopfield的脱机手写数字以别珊论及算法[J].信息安全与通信保密,2012(06):147-148.
  • 5玛依热·依布拉音.维吾尔文联机手写字母以别技术研究[D].新疆:新疆大学,2009.
  • 6Ahmad T A1-Taani, Saeed A1-Haj. Recognition of On-line Arabic Handwritten Characters Using Structural Features[J]. Journal of Pattern Recognition Research, 2010,15(01):23-37.
  • 7Briggs F,Raich R,Fern X Z. Audio Classification of Bird Species:A Statistical Manifold Approach[A].Miami,Florida,USA,2009.
  • 8Vilches E,Escobar I A,Vallejo E E. Data mining applied to a-coustic bird species recognition[A].Hong Kong,China:IEEE Computer So-ciety,2006.400-403.
  • 9Behnaz Ghoraani J,Sridhar Krishnan. Time-Frequency Matrix Feature Extraction and Classification of Environmental Audio Signals[J].IEEE Transactions on Audio Speech and Language Processing,2011,(07):2197-2209.
  • 10Lawrence Neal,Forrest Briggs,Raviv Raich. Time Frequency Segmentation of Bird Song in Noisy Acousti Environments[A].2011.2012-2015.

引证文献4

二级引证文献34

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部