Handwritten Character Recognition Based on BP Neural Network

被引：6
|
作者：
Wang, Xin [1 ]
Huang, Ting-lei [1 ]
Liu, Xiao-yu [1 ]
机构：
[1] Guilin Univ Elect Technol, Sch Comp & Control, Guilin, Peoples R China
来源：
THIRD INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTING | 2009年
关键词：
handwritten character recognition; Genetic Algorithm; BP neuralnetwork;
D O I：
10.1109/WGEC.2009.206
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper researches on the issue of computer recognition to the handwritten character images, including lowercase letters and Arabic numerals. In this paper, we preprocess on characters in order to unified the basic features. And then, we apply the basic method of making the grids to extract the features of chacrater, and classify the respectives. At last, we apply the latest heuristic modifications of Backpropagation algorithm to recognize the handwritten characters successfully. The basic datas of this research are testing and debugging on visual studio 2005, a large number of test experiments' datas show that the discrimination of heuristic modifications of Backpropagation algorithm is up to 95 percentage, further improving validity and correctness of this latest algorithm.
引用
收藏
页码：520 / 524
页数：5
相关论文
共 50 条
  • [1] Handwritten Chinese Character Recognition Based on Residual Neural Network
    Li, Min
    PROCEEDINGS OF 2023 7TH INTERNATIONAL CONFERENCE ON ELECTRONIC INFORMATION TECHNOLOGY AND COMPUTER ENGINEERING, EITCE 2023, 2023, : 1715 - 1719
  • [2] A neural network based classifier for handwritten Chinese character recognition
    Wu, MR
    Zhang, B
    Zhang, L
    15TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, PROCEEDINGS: PATTERN RECOGNITION AND NEURAL NETWORKS, 2000, : 561 - 564
  • [3] Handwritten Character Recognition Based on Improved Convolutional Neural Network
    Xue, Yu
    Tong, Yiling
    Yuan, Ziming
    Su, Shoubao
    Slowik, Adam
    Toglaw, Sam
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2021, 29 (02): : 497 - 509
  • [4] Free Handwritten Numeral Recognition Based on BP Neural Network
    Chen, Miaochao
    Wang, Fang
    ADVANCES IN APPLIED SCIENCES AND MANUFACTURING, PTS 1 AND 2, 2014, 850-851 : 909 - +
  • [5] Overview of Handwritten Numeral Recognition Based on BP Neural Network
    Lu, Bin
    Wang, Yanli
    2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 1502 - 1505
  • [6] Off-line handwritten Chinese character recognition based on GA optimization BP neural network
    Chen, Huan
    Huang, Xiangnian
    Cheng, Ping
    Xu, Yan
    PROCEEDINGS OF THE 2013 INTERNATIONAL CONFERENCE ON INFORMATION, BUSINESS AND EDUCATION TECHNOLOGY (ICIBET 2013), 2013, 26 : 164 - 167
  • [7] Research of character recognition based on BP neural network
    Zhu, Fang
    Ding, Lei
    2016 INTERNATIONAL CONFERENCE ON NETWORK AND INFORMATION SYSTEMS FOR COMPUTERS (ICNISC), 2016, : 312 - 316
  • [8] Character Recognition Based On Improved BP Neural Network
    Zhao, Wei
    Gao, MingYu
    He, ZhiWei
    2013 THIRD INTERNATIONAL CONFERENCE ON INSTRUMENTATION & MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC), 2013, : 754 - 757
  • [9] Handwritten character recognition by a layered neural network
    Zhu, Xiao-Yan
    Yamauchi, Koichiro
    Jimbo, Takashi
    Umeno, Masayoshi
    Systems and Computers in Japan, 1990, 21 (13) : 88 - 97
  • [10] Handwritten Character Recognition Model Based on Discriminant Convolutional Neural Network
    Qu, Xiwen
    Wu, Xiang
    Hu, Mianjun
    Huang, Jun
    Computer Engineering and Applications, 2023, 59 (22) : 151 - 157
12345