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
  • [31] Bangla-Meitei Mayek scripts handwritten character recognition using Convolutional Neural Network
    Abhishek Hazra
    Prakash Choudhary
    Sanasam Inunganbi
    Mainak Adhikari
    Applied Intelligence, 2021, 51 : 2291 - 2311
  • [32] Human Behavior Recognition Based on BP Neural Network
    Liu, Hongli
    Tu, Liang
    Chen, Tao
    Xie, Chengcheng
    Xiao, Julan
    Chen, Ying
    PROCEEDINGS OF THE 2021 CROSS STRAIT RADIO SCIENCE AND WIRELESS TECHNOLOGY CONFERENCE (CSRSWTC), 2021, : 64 - 66
  • [33] Recognition of odor characteristics based on BP neural network
    Lei W.
    Jiandong F.
    Yudong Z.
    Telkomnika (Telecommunication Computing Electronics and Control), 2016, 14 (03) : 956 - 962
  • [34] ICA and BP neural network based fingerprint recognition
    Zhao, Lu
    Wang, Wenyong
    PROCEEDINGS OF THE 2013 THE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND SOFTWARE ENGINEERING (ICAISE 2013), 2013, 37 : 59 - 61
  • [35] Research on Pattern Recognition Based on BP Neural Network
    Wang, Yonglin
    Liu, Yan
    Che, Shengbing
    ADVANCED RESEARCH ON MATERIAL ENGINEERING, CHEMISTRY AND BIOINFORMATICS, PTS 1 AND 2 (MECB 2011), 2011, 282-283 : 161 - +
  • [36] STROKE-BASED HANDWRITTEN CHINESE CHARACTER-RECOGNITION USING NEURAL NETWORKS
    LIAO, HY
    HUANG, JS
    HUANG, ST
    PATTERN RECOGNITION LETTERS, 1993, 14 (10) : 833 - 840
  • [37] Handwritten Character Recognition using Wavelet Transform and Hopfield Network
    Malik, Prateek
    Dixit, Rinku
    2013 INTERNATIONAL CONFERENCE ON MACHINE INTELLIGENCE AND RESEARCH ADVANCEMENT (ICMIRA 2013), 2013, : 125 - 129
  • [38] Application of pattern recognition based on rough set and optimized BP neural network
    Zheng, Lianwei
    Zhang, Xuefeng
    Ma, Qianying
    2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 3359 - 3362
  • [39] Handwritten Character Recognition Using Histograms of Oriented Gradient Features in Deep Learning of Artificial Neural Network
    Iamsa-at, Suthasinee
    Horata, Punyaphol
    2013 INTERNATIONAL CONFERENCE ON IT CONVERGENCE AND SECURITY (ICITCS), 2013,
  • [40] Optical Handwritten with Character Recognition
    Zahra, Syeda Binish
    Moaen, Shanza
    Munir, Sundus
    Hassan, Arfa
    Nadeem, Afrozah
    Farooq, Muhammad Sajid
    4TH INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING (IC)2, 2021, : 562 - 569
12345