Character Recognition Based On Improved BP Neural Network

被引:0
|
作者
Zhao, Wei [1 ]
Gao, MingYu [1 ]
He, ZhiWei [2 ]
机构
[1] HangZhou DianZi Univ, Dept Elect Informat, Hangzhou, Zhejiang, Peoples R China
[2] HangZhou DianZi Univ, Coll Informat Engn, Hangzhou, Zhejiang, Peoples R China
关键词
BP neural network; Character Recognition; Morphology; projecting method;
D O I
10.1109/IMCCC.2013.168
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Aiming to the problem that semi-characters seriously affect character recognition accuracy in the process of automatic meter reading, we proposed a new method to recognize characters automatically which is based on improved BP neural network. First, we preprocess the image with morphology and locate the character area by combining projecting method and the characteristics of the gray transition; then we scan the image to segment the characters; at last, we recognize the characters using improved BP neural network. Experiments turn out that the algorithm can not only recognize the complete characters but also incomplete characters.
引用
下载
收藏
页码:754 / 757
页数:4
相关论文
共 50 条
  • [31] Spiking Neural Network based ASIC for Character Recognition
    Kulkarni, Shruti R.
    Baghini, Maryam Shojaei
    2013 NINTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC), 2013, : 194 - 199
  • [32] Neural network based optical character recognition system
    Iskandarani, MZ
    Yaha, AA
    VISION '05: PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON COMPUTER VISION, 2005, : 150 - 156
  • [33] Neural Network Based Optical Character Recognition System
    Dojcinovic, Nikola
    Mihajlovic, Igor
    Jokovic, Jugoslav
    Markovic, Vera
    Milovanovic, Bratislav
    ELEVENTH SYMPOSIUM ON NEURAL NETWORK APPLICATIONS IN ELECTRICAL ENGINEERING (NEUREL 2012), 2012,
  • [34] Smoke Recognition based on Dictionary and BP Neural Network
    Wang, Yuanbin
    Duan, Yu
    Li, Yuanyuan
    Wu, Huaying
    ENGINEERING LETTERS, 2023, 31 (02) : 554 - 561
  • [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] Research on Iris Recognition Based on the BP Neural Network
    Dai, Fengzhi
    Fan, Li
    Yu, Chunyu
    Liu, Bo
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON ARTIFICIAL LIFE AND ROBOTICS (ICAROB2015), 2015, : 178 - 182
  • [37] Musical Emotion Recognition Based On BP Neural Network
    Wang, Feifei
    2011 IEEE 12TH INTERNATIONAL CONFERENCE ON COMPUTER-AIDED INDUSTRIAL DESIGN & CONCEPTUAL DESIGN, VOLS 1 AND 2: NEW ENGINES FOR INDUSTRIAL DESIGN: INTELLIGENCE - INTERACTION - SERVICES, 2011, : 735 - 738
  • [38] 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
  • [39] 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
  • [40] 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