Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Acta Electronica Sinica》 2002-05
Add to Favorite Get Latest Update

A New SVM-Based Handwritten Chinese Character Recognition Method

GAO Xue 1,JIN Lian wen 1,YIN Jun xun 1,HUANG Jian cheng 2(1 Dept.of Electronics and Communication Engineering,South China University of Technology,Guangzhou,Guangdong 51064,China; 2 Motorola China Research Center,Shanghai 200002,China)  
A new recognition method of handwritten Chinese characters by support vector machine is presented.Support vector machines(SVM) operate on the principle of structure risk minimization which not only keeps the empirical risk minimal but also controls VC confidence of discriminant functions,hence a better generalization ability is guaranteed.In this paper,the problems to be solved while applying SVM in Chinese character recognition are addressed at first,and then a two stage of recognition scheme is suggested.Finally,experimental results on 1034 categories of Chinese character from 120 sets of samples are given.For the Polynomial kernel SVM,a 3 38% average increment of recognition rate is obtained showing the efficiency of the proposed approach.
【Fund】: 国家自然科学基金 (No .6980 2 0 0 7);; 广东省自然科学基金 (No.980 60 2 );; Motorola研究基金
【CateGory Index】: TP391.4
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 10 Hits
1 WANG Wei-ning, YU Ying-lin (College of Electronic & Information, SouthChina University of Technology, Guangzhou 510640, China );A Survey of Image Emotional Semantic Research[J];Journal of Circuits and Systems;2003-05
2 ZOU Tao-feng1, XU Shao-hua2 (1. Oil Recovery Plant No.7, Daqing Oilfield Corp. Ltd., Daqing, Heilongjiang 1633517, China; 2. Computer and Information Technology College, Daqing Petroleum Institute, Daqing, Heilongjiang 163318, China );Process support vector machine model and its application to the discrimination of oil and water layers[J];Journal of Daqing Petroleum Institute;2008-04
3 XU Shao-hua, PANG Yue-wu, WANG Bing( School of Computer and Information, Northeast Petroleum University, Daqing, Heilongjiang 163318, China );A process support vector machine model and some of its theoretical properties[J];Journal of Daqing Petroleum Institute;2011-06
4 Liu Qin,Huang Xiangnian(School of Mathematice and Computer Engineering,Xihua University,Chengdu 610039,China);Parameter Selection of Support Vector Machines Based on an Improved Adaptive Genetic Algorithm[J];Electronic Science and Technology;2010-05
5 ZHAO Ji-yin1,ZHENG Rui-rui2,WU Bao-chun1,LI Min1(1.College of Electormechanical and Information Engineering,Dalian Nationalities University,Dalian,Liaoning 116600,China;2.College of Communication Engineering,Jilin University,Changchun,Jilin 130025,China);A Review of Off-Line Handwritten Chinese Character Recognition[J];Acta Electronica Sinica;2010-02
6 ZHANG Li-na,MA Chang-feng(School of Mathematics and Computer Science,Fujian Normal University,Fuzhou 350007,China);LM Method for Complementarity Support Vector Machines[J];Journal of Fujian Normal University(Natural Science Edition);2012-01
7 YANG Duan-duan,JIN Lian-wen,YIN Jun-xun (School of Electronic and Information Engineering,South China University of Technology,Guangzhou 510640,China);MLDA+LDA:A New Two-stage LDA Method of Handwritten Chinese Character Recognition[J];Journal of Guangxi Normal University(Natural Science Edition);2006-04
8 YANG Xue-mei,LI Shu-qin,YANG Hui-jun(College of Information Engineering,Northwest Agriculture and Forestry University,Xi'an 712100,China);Application Research for Predicting Ecological Risk of Chemicals Based on PCA and M-SVMs[J];Environmental Science & Technology;2012-10
9 GONG Ning-sheng,WEI Hao(College of Electronics and Information Engineering,Nanjing University of Technology,Nanjing 210009,China);Handwritten Chinese Character Recognition Based on the Improved Support Vector Machine[J];Journal of Jiangnan University(Natural Science Edition);2009-05
10 WEN Shangqing, HAO Zhifeng, LIAO Qin, CHEN Yanxiong(School of Mathematical Sci., South China Univ. of Tech., Guangzhou Guangdong 510640, China);Intelligent offline handwritten Chinese character recognition based on Bayesian network[J];Computer Aided Engineering;2006-03
Chinese Journal Full-text Database 1 Hits
1 SUN Xing Ming ①② , YANG Mao Jiang ①, LIU Guo Hua ①, and HU Yun Fa ① ①(Department of Computer Science, Fudan University, Shanghai 200433) ②(Department of Computer Engineering, Zhuzhou Industry College, Zhuzhou 421000);A TOTALLY KNOWLEDGE BASED STROKE EXTRACTION METHOD FOR CHINESE CHARACTERS[J];JOURNAL OF COMPUTER RESEARCH AND DEVELOPMENT;2000-05
Chinese Journal Full-text Database 10 Hits
1 XU Gao-cheng et al(College of Environment and Resource College,Southwest Science and Technology University,Mianyang,Sichuan 621010);Application of Supporting Vector Machine Technology in Extraction of Remote Sensing Image of Landslide[J];Journal of Anhui Agricultural Sciences;2009-06
2 GUAN Cui-ping (College of Life Science,Ningxia University,Yinchuan,Ningxia 750021);Recognition Prediction on G-Protein-Coupled-Receptors of Drug Target[J];Journal of Anhui Agricultural Sciences;2010-24
3 LIU Ting-ting(School of Software and Microelectronics,Beijing University,Beijing 100093);Research on Recognition of Rhizocotonia solani Based on Support Vector Machine[J];Journal of Anhui Agricultural Sciences;2011-28
4 GAO Chuang1,WANG Li-dong1,ZHOU Shi-yu2(1.School of Electronic and Information Engineering,University of Science and Technology Liaoning,Anshan 114051,China;2.AnGang Group New Hot-Rolled Co Ltd Hot-Rolled Strip Plaint,Anshan 114051,China);Classification of cervical cancer cell based on support vector machine and its application[J];Journal of University of Science and Technology Liaoning;2009-03
5 WANG Ting-hua,TIAN Sheng-feng,HUANG Hou-kuan,LIAO Nian-dong(School of Computer and Information Technology,Beijing Jiaotong University, Beijing 100044,China);Support Vector Machine Based on Weightiness of Sample Attribute[J];Journal of Beijing Jiaotong University;2007-05
6 SHANG Lei1,LIU Feng-jin2 (1. No. 17 Brigade of Graduate,Air Defense Forces Command Academy,Zhengzhou 450052,China;2. Command headquarter,Air Defense Artillery Brigade of Xinjiang Provincial Military Region,Urumchi 830017,China);Handwritten Number Recognition Based on Support Vector Machine[J];Ordnance Industry Automation;2007-03
7 Hu Shuyan Zheng Gangtie(School of Astronautics,Beijing University of Aeronautics and Astronautics,Beijing 100191,China);Driver fatigue prediction with eyelid related parameters by support vector machine[J];Journal of Beijing University of Aeronautics and Astronautics;2009-08
8 WANG ZiQiang DUAN AiLing ZHANG DeXian (School of Information Science and Engineering,Henan University of Technology,Zhengzhou Henan 450001,China);A support vector data description algorithm based on an adaptive kernel function[J];Journal of Beijing University of Chemical Technology(Natural Science Edition);2008-02
9 CHEN Zengzhao~(1,2)) YANG Yang~(1)) DONG Cailin~(2)) HE Xiuling~(1,2)) 1)Information Engineering School,University of Science and Technology Beijing,Beijing 100083,China 2)HE Xiuling The Center for Optimal Control & Discrete Mathematics,Central China Normal University,Wuhan 430079,China;A dynamical learning method with SVM and its application on bank slip recognition[J];Journal of University of Science and Technology Beijing;2006-02
10 GUO Hui,LIU Heping,WANG LingInformation Engineering School,University of Science and Technology Beijing,Beijing 100083,China;Kernel partial least squares based on least squares support vector machine primal-dual optimization problem[J];Journal of University of Science and Technology Beijing;2006-08
China Proceedings of conference Full-text Database 10 Hits
1 Xiukuan Zhao~(a,b,*),Min Li~b,Jinwu Xu~b,Gangbing Song~c ~aBeijing National Observatory of Space Environment,Institute of Geology and Geophysics,Chinese Academy of Sciences,Beijing 100029,China ~bSchool of Mechanical Engineering,University of Science and Technology Beijing,Beijing 100083,China ~cDepartment of Mechanical Engineering,University of Houston,Houston,TX 77204,USA;An effective procedure exploiting unlabeled data to build monitoring system[A];[C];2012
2 Wang Lianhong1,Zhang Guoyun 2,Zhang Jing1 1.College of Electrical and Information Engineering,Hunnan University,Changsha 410082,P.R.China2.Dept.of Physics and Electronics Information,Hunan Institute of Science and Technology,Yueyang,414006,P.R.China;A Novel Kernel PCA Support Vector Machine Algorithm with Feature Transition Function[A];[C];2007
3 Lv Peng1,Liu Yibing2,Ma Qiang2,Wei Yufan2 1.School of Mathematics and Physics,North China Electric Power University,Beijing 102206,P.R.China2.Department of automatics,North China Electric Power University,Beijing 102206,P.R.China;Gear Intelligent Fault Diagnosis Based on Support Vector Machines[A];[C];2007
4 Ma Wenxing1,Li Meng 1,2 1.Institute of Mechanical Science and Engineering,Jilin University,Changchun 130000,P.R.China 2.College of Mechanical Engineering,Changchun University,Changchun 130022,P.R.China;Fault Pattern Recognition of Rolling Bearings Based on Wavelet Packet and Support Vector Machine[A];[C];2008
5 Jiang Shaohua 1,2,Gui Weihua 1,Yang Chunhua 1,Tang Zhaohui1,Jiang Zhaohui1 1.School of Information Science and Engineering,Central South University,Changsha 410083,P.R.China 2.School of Information Science and Engineering,ShaoGuan University,ShaoGuan 512024,P.R.China;Method Based on Principal Component Analysis and Support Vector Machine and Its Application to Process Monitoring and Fault Diagnosis for Lead-Zinc Smelting Furnace[A];[C];2008
6 WANG Hai feng1,LI Zhuang1,REN Hong e2,ZHAO Peng21.School of Electronic and Information Engineering,Qiongzhou University,Sanya,Hainan 572022,P.R.China2.Information and Computer Engineering College,Northeast Forestry University,Harbin,150040,P.R.China;Texture Image Segmentation Algorithm Based on Nonsubsampled Contourlet Transform and SVM[A];[C];2010
7 ZHAO Baoyong~(1,2),QI Yingjian~3 1.School of Automation & Electrical Engineering,University of Science and Technology Beijing,Beijing 100083,P.R.China 2.Key Laboratory of Advanced Control of Iron and Steel Process,University of Science and Technology Beijing, Beijing 100083,P.R.China. 3.Science School,Communication University of China,Beijing 100024,P.R.China;Image Classification with Ant Colony Based Support Vector Machine[A];[C];2011
8 JIN Chaobu~1,HU Gangqiang~2,SHI Guangzhi~1,LI Yuyang~1 (1.Navy Submarine Academy Qingdao 266071,China; 2.92815 Army of PLA,Ningbo 315717,China);A underwater target recognition method using the support vector machines[A];[C];2011
9 Dai Mingyang~1,Yang Dali~1,Xu Mingxing~2 (1.School of Computer Science,Beijing Information Science & Technology University,Beijing 100101,China;2.Key Laboratory of Pervasive Computing,Ministry of Education Tsinghua National Laboratory for Information Science and Technology(TNList) Department of Computer Science and Technology,Tsinghua University,Beijing 100084,China);Research on the composition of UBM training set in speech emotion recognition[A];[C];2011
10 Dai Mingyang~1,Yang Dali~1,Xu Mingxing~2,Zhang Yongchao~2, Chen Sheng (1.School of Computer Science,Beijing Information Science & Technology University,Beijing 100101,China; 2.Key Laboratory of Pervasive Computing,Ministry of Education Tsinghua National Laboratory for Information Science and Technology(TNList) Department of Computer Science and Technology,Tsinghua University,Beijing 100084, China);Research on training speech selection for real emotion recognition[A];[C];2011
Chinese Journal Full-text Database 10 Hits
1 WANG Nian 1,XIONG Yuan 2,ZHAO Hai-feng 1,REN Bin 1 1(Department of EE of Anhui University,Hefei 230039,China) 2(Anhui Inspection Department of Electronic Product,Hefei 230061,China);Automatic Recognition for Vehicle License Number Plate Based on Neural Network[J];JOURNAL OF ANHUI UNIVERSITY(NATURAL SCIENCES);2000-01
2 DINNG Lei,TAO Liang (School of Computer Science and Technology,Anhui University, Hefei 230039, China);Applications of support vector machine in cholesterol measurements[J];Journal of Anhui University(Natural Sciences);2005-02
3 Wang Nian Ren Bin Wang Bingquan (Department of Electrical Engineering & Information Science,Anhui University Hefei 230039) Li Jie (Institute of Electronic Science);Segmentation Method of Multi-level Automobile License Location[J];JOURNAL OF ANHUI UNIVERSITY(NATURAL SCIENCES);1999-02
4 JIANG Biao-chu et al (Department of Surveying and Country Information Engineer, Tongji University,Shanghai 200092);Application Study of Fuzzy Classification in the Investigation of Land Use[J];Journal of Anhui Agricultural Sciences;2005-06
5 Xing Xue Zhong1, Gao Yan Ning2, Zhang De Chao11.Department of Thoracic Surgery,Cancer Hospital and Institute,PekingUnion Medical College & ChineseAcademy of Medical Sciences,Beijing,100021,P.R.China;2.Department of ChemicalCarcinogenesis and Etiology,Cancer Hospital and Institute,Peking Union Medical College & Chinese Academy of Medical Sciences,Beijing,100021,P.R.China;Early Diagnosis of Lung Cancer[J];Chinese Journal of Cancer;2003-02
6 ZHENG Lie1,2, WU Pei-Hong1,2, MO Yun-Xian1,2, XIE Chuan-Miao1,2, RUAN Chao-Mei1,2, LI Li1,2, SHEN Jing-Xian1,2, RONG Tie-Hua1,3, WANG Xin1,3, ZHANG Shi-Yi1,31. State Key Laboratory of Oncology in South China, Guangzhou, Guangdong, 510060, P. R. China2. Diagnostic Imaging and Intervening Center, Cancer Center, Sun Yat-sen University,Guangzhou, Guangdong, 510060, P. R. China3. Department of Thoracic Surgery, Cancer Center, Sun Yat-sen University, Guangzhou, Guangdong, 510060, P. R. China;Mediastinal Lymph Node Staging in Non-small Cell Lung Cancer: Comparison between Spiral Computed Tomographic Findings and Pathology[J];Chinese Journal of Cancer;2006-11
7 LIU Chen1,LU Rongsheng1,CHEN Lei 2,WANG Junwu1(1.School of Instrument Science and Photoelectric Engineering,Hefei University of Technology,Hefei 230009,CHN;2.School of Electronic Engineering and Photoelectric Technology,Nanjing University of Science&Technology,Nanjing 210094,CHN);Progress of Surface Roughness Measurement Based on Optical Method[J];Semiconductor Optoelectronics;2010-04
8 Gao Hongshen; Tao Youde (Quantitative Economics Institute, North China Univ. of Tech., 100041, Beijing, China);Research on Non-linear Regression Forecast Models Based on Artificial Neural Networks[J];JOURNAL OF NORTH CHINA UNIVERSITY OF TECHNOLOGY;1999-01
9 Ye Qing Zhao Hongyi Zhao Yuhong Cao Shuqin(College of Information Eng., North China Univ. of Tech., 100041,Beijing, China);An Efficient Algorithm for Pre-processing in License Plate Automatic Recognition System[J];Journal of North China University of Technology;2004-03
10 TIAN Shengfeng(School of Computer and Information Technology, Northern Jiaotong University, Beijing 100044,China);Kernel-Based Learning Algorithms[J];Journal of Northern Jiaotong University;2003-02
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 REN Xiao-dong et al(Institute for the Control of Agrochemicals,Ministry of Agriculture,Beijing 100125);Model for Cucumber Disease Images Based on GMM[J];Journal of Anhui Agricultural Sciences;2011-34
2 Hu Wenliang Wang Huiwen(School of Economics and Management,Beijing University of Aeronautics and Astronautics,Beijing 100191,China);Prediction modeling based on Bayes support vector machine[J];Journal of Beijing University of Aeronautics and Astronautics;2010-04
3 FENG Yan1,LIU Hong-fei2(1.Nanjing Lingyun Technology Development Co.LTD.,Nanjing 210042,China;2.Transportation College,Jilin University,Changchun 130025,China);The application of electronic toll collection system on expressway in China[J];Journal of Changchun University;2009-10
4 WANG Xiao-ling①②,DU Pei-jun①,TAN Kun①(①Institute of Surveying and Spatial Information Engineering,China University of Mining and Technology,Jiangsu Xuzhou 221116,China;②Key Laboratory for Land Environment and Disaster Monitoring of State Bureau of Surveying and Mapping,Jiangsu Xuzhou 221116,China);Use of mixed pixels as training samples for hyperspectral remote sensing image classification by SVM[J];Science of Surveying and Mapping;2011-03
5 LI Heng-kai,XU Qing-xing,WANG Xiu-li(Jiangxi University of Science and Technology,Jiangxi Ganzhou 341000,China);Research and application of real estate hedonic price evaluation model[J];Science of Surveying and Mapping;2011-06
6 YU Xin1,ZHENG Zhaobao2 1.Beijing Institute of Surveying and Mapping,Beijing 100038,China;2.School of Remote Sensing Information Engineering,Wuhan University,Wuhan 430079,China;Classification of Aerial Images' Building and Shrub Based on Semantic Features and Bayesian Networks[J];Acta Geodaetica et Cartographica Sinica;2010-03
7 CHEN Wei-bin (Dept.of Mathematics and Computer Science,Fuzhou University,Fujian 350108,China);Research on birds Image Recognition with SVM decision tree with Priori information[J];Journal of Henan University of Urban Construction;2009-06
8 HU Zhe ZHENG Cheng MIN Peng-peng(Anhui University,Hefei 230039);Support Vector Machines and Application Research[J];Journal of Chongqing University of Science and Technology(Natural Sciences Edition);2008-02
9 He Deping,Xiao Yong,Xiao Xingguo,Huang Yonghong,Zhou Qingren;Application of the Support Vector Machine in Remote Sensed Image Processing[J];Urban Geotechnical Investigation & Surveying;2006-03
10 HAO Bo WANG ji-jun WEI Xiao-peng WEI Yu-ning(1.Liaoning Key Laboratory of Intelligent Information Processing,Dalian 116622,China;2.Dalian University of Technology,Dalian 116024,China);Affective-Cognitive of Images Based on Models of Psychology Pictures[J];Journal of Dalian University;2008-03
China Proceedings of conference Full-text Database 10 Hits
1 Liu Zhibin,Jin Lianwen+ College of Electronic Information,South China University of Technology,Guangzhou 510641 Guangdong,P.R.China;A Static Candidates Generation Technique and its Application in Two-stage LDA Chinese Character Recognition[A];[C];2007
2 ZHONG Bing-Xiang College of Electric and Information Engineering,Chongqing University of science and technology,Chongqing 401331,P.R.China;A Method of Simplified Modeling Based on Kernel Function Principal Component Analysis[A];[C];2011
3 Jiang Cuiyuan Wang Zhengxiang Wang Xianghu(School of Optical-Electrical and Computer Engineering,University of Shang hai for Science and Technology,Shanghai,200093);License plate location based on mathematical morphology system[A];[C];2011
4 Zhu shengfang Wang Tianlei Zhang jinling Wang Dacheng (1.School of Information;2.School of Mechanics and Electricity.Wuyi University;Jiangmen Guangdong,529020;China);The Current Situation and the Developing Trend of the Key Technology on Access Guard System[A];[C];2011
5 XIAO Jiang, JIANG Ai - ping (Research Institute of Automation,East China University of Science and Technology,Shanghai 200237,China);Application and Research on the Method of Support Vector Machine Fault Diagnosis Based on Principal Component Analysis[A];[C];2005
6 Wang Haifeng~1,Fang Jun~1,Gao Chong~1 1.School of Business Management,North China Electric Power University,Baoding 071003;Research on the Assessment for Air Environment Quality Based on Support Vector Machine[A];[C];2009
7 Lv Zhuo1 Xie Songyun1 Zhao Jin1 Zhao Haitao2(1:School of Electronic and Information,Northwestern Polytechnical University,Xi'an 710129;2:The First Accessorial Hospital of the Fourth Military Medical University,Xi'an 710072);Classification of hand movement fMRI images based on SVM algorithm[A];[C];2010
8 Zhengyan Gao Mukun Wang (college of Measure-control Technology & communication Engineering,Harbin Univ.Sci.Tech.,Harbin 150040);Speaker Recognition Using kernel k-means Clustering and SVM[A];[C];2007
9 Yang Pihua Chen Jianhua Chen Wenling Sun Wenjing (School of Information Science and Engineering,Yunnan University,Kunming 650091,China);Application of SVM in APB classification[A];[C];2007
10 Xu Guoqiang Xie Mei (Institution of Electronics Engineering University of Electronic Science and Technology of China Chengdu 610054 China);License Plate Multi-DSP and Mul Design and Realization in Highway Toll System[A];[C];2009
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved