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] 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 - +
  • [2] 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
  • [3] 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
  • [4] 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
  • [5] Convolutional Neural Network Based Meitei Mayek Handwritten Character Recognition
    Hijam, Deena
    Saharia, Sarat
    INTELLIGENT HUMAN COMPUTER INTERACTION, 2018, 11278 : 207 - 219
  • [6] Unconstrained Handwritten Character Recognition Based on WEDF and Multilayer Neural Network
    Li, Minhua
    Wang, Chunheng
    Dai, Ruwei
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 1143 - 1148
  • [7] Neural network based offline Tamil handwritten character recognition system
    Sutha, J.
    Ramaraj, N.
    ICCIMA 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, VOL II, PROCEEDINGS, 2007, : 446 - +
  • [8] The Recognition of Handwritten Digits Based on BP Neural Network and the Implementation on Android
    Dan, Zhu
    Xu, Chen
    2013 THIRD INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEM DESIGN AND ENGINEERING APPLICATIONS (ISDEA), 2013, : 1498 - 1501
  • [9] The application of BP neural network in recognition of handwritten postcodes
    Yu Bin
    Meng Wei
    ISTM/2007: 7TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-7, CONFERENCE PROCEEDINGS, 2007, : 2543 - 2545
  • [10] Engineering Character Recognition Algorithm and Application Based on BP Neural Network
    Rong, Chen
    Yu Luqian
    ADVANCES IN SWARM INTELLIGENCE, ICSI 2018, PT II, 2018, 10942 : 380 - 388
12345