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
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
  • [21] Handwritten Pattern Recognition Using Kohonen Neural Network Based on Pixel Character
    Munggaran, Lulu C.
    Widodo, Suryarini
    Cipta, A. M.
    Nuryuliani
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2014, 5 (11) : 1 - 6
  • [22] 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
  • [23] Bangla Handwritten Character Recognition With Multilayer Convolutional Neural Network
    Abir, B. M.
    Mahal, Somania Nur
    Islam, Md Saiful
    Chakrabarty, Amitabha
    ADVANCES IN DATA AND INFORMATION SCIENCES, ICDIS 2017, VOL 2, 2019, 39 : 155 - 165
  • [24] Optimized Convolutional Neural Network for Tamil Handwritten Character Recognition
    Lincy, R. Babitha
    Gayathri, R.
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2022, 36 (11)
  • [25] Handwritten character recognition by contour sequence moments and neural network
    Chung, YY
    Wong, MT
    Bennamoun, M
    1998 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5, 1998, : 4184 - 4188
  • [26] Persian Handwritten Character Recognition Using Convolutional Neural Network
    Roohi, Samad
    Alizadehashrafi, Behnam
    2017 10TH IRANIAN CONFERENCE ON MACHINE VISION AND IMAGE PROCESSING (MVIP), 2017, : 247 - 251
  • [27] Persian Handwritten Character Recognition Using Convolutional Neural Network
    Sarvaramini, Farzin
    Nasrollahzadeh, Alireza
    Soryani, Mohsen
    26TH IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE 2018), 2018, : 1676 - 1680
  • [28] Handwritten Devanagari Character Recognition using Convolutional Neural Network
    Mohite, Aarati
    Shelke, Sushama
    2018 4TH INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), 2018,
  • [29] Wavelet Neural Network for Handwritten Manchu Character Unit Recognition
    ZHANG GuangyuanLI JingjiaoWANG AixiaSchool of Information Science EngineeringShenyang UniversityShenyangChinaSchool of Information Science EngineeringNortheastern UniversityShenyangChina
    现代电子技术, 2007, (01) : 118 - 120
  • [30] Handwritten Tamil Character Recognition using Convolutional Neural Network
    Gnanasivam, P.
    Bharath, G.
    Karthikeyan, V
    Dhivya, V
    2021 SIXTH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, SIGNAL PROCESSING AND NETWORKING (WISPNET), 2021, : 84 - 88