A new Chinese character recognition approach based on the fuzzy clustering analysis

被引:0
|
作者
W. Y. Liu
J. L. Jiang
机构
[1] Jiangsu Normal University,School of Mechanical and Electrical Engineering
[2] Case School of Engineering,Department of Mechanical and Aerospace Engineering
[3] Case Western Reserve University,undefined
来源
Neural Computing and Applications | 2014年 / 25卷
关键词
Chinese character (Hanzi) recognition; Fuzzy clustering analysis; Minimum distance method; Pattern recognition;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, a new Chinese character recognition (CCR) approach is proposed based on the fuzzy clustering analysis theory. Chinese characters (CCs) have various similar radicals and stroke components, which make it difficult to recognize features in the CCR process. At the same time, the recognition accuracy and the efficiency are lower when the objects to be recognized are complex. In order to solve these problems, a fuzzy clustering analysis method is introduced to enhance the computing efficiency. At first, the CCs including learning samples and testing samples are transformed into binarization templates in the form of matrixes. Then, the minimum distance algorithm is applied to calculate ‘distances’ between the testing sample templates and the learning sample templates. At last, the character recognition can be achieved by searching the minimum distance from the results. The experiment results of the CCR process can prove the effectiveness and accuracy of the new method.
引用
收藏
页码:421 / 428
页数:7
相关论文
共 50 条
  • [31] Fuzzy logic based handwritten character recognition
    Hanmandlu, M
    Mohan, KRM
    Gupta, V
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL III, 1997, : 714 - 717
  • [32] Fuzzy logic based handwritten character recognition
    Hanmandlu, M
    Mohan, KRM
    Chakraborty, S
    Goel, S
    2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, 2001, : 42 - 45
  • [33] A Transformer-based Radical Analysis Network for Chinese Character Recognition
    Yang, Chen
    Wang, Qing
    Du, Jun
    Zhang, Jianshu
    Wu, Changjie
    Wang, Jiaming
    2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2021, : 3714 - 3719
  • [34] A New Method for Fuzzy Clustering Analysis Based on AFS Fuzzy Logic
    Zhang, Yanli
    Ren, Yan
    Liu, Xiaodong
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 10811 - +
  • [35] A New Edge Detection Approach Based on Fuzzy Segments Clustering
    Flores-Vidal, Pablo A.
    Gomez, Daniel
    Olaso, Pablo
    Guada, Carely
    ADVANCES IN FUZZY LOGIC AND TECHNOLOGY 2017, VOL 2, 2018, 642 : 58 - 67
  • [36] An integration approach to handwritten Chinese character recognition system
    Hongwei Hao
    Ruwei Dai
    Science in China Series E: Technological Sciences, 1998, 41 : 101 - 105
  • [37] Wavelet analysis for handwritten Chinese character recognition
    Yang, J
    Yu, SY
    Zhao, RC
    1997 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT PROCESSING SYSTEMS, VOLS 1 & 2, 1997, : 1023 - 1026
  • [38] A CONSTRAINED APPROACH TO MULTIFONT CHINESE CHARACTER-RECOGNITION
    HUANG, XF
    GU, J
    WU, YS
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (08) : 838 - 843
  • [39] An integration approach to handwritten Chinese character recognition system
    郝红卫
    戴汝为
    Science in China(Series E:Technological Sciences), 1998, (01) : 101 - 105
  • [40] An integration approach to handwritten Chinese character recognition system
    Hao, HW
    Dai, RW
    SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES, 1998, 41 (01): : 101 - 105