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
来源
2013 THIRD INTERNATIONAL CONFERENCE ON INSTRUMENTATION & MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC) | 2013年
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
收藏
页码:754 / 757
页数:4
相关论文
共 50 条
  • [11] Alphanumeric Character Recognition Based on BP Neural Network Classification and Combined Features
    Luo, Yong
    Chen, Shuwei
    He, Xiaojuan
    Jia, Xue
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2013, 6 (06) : 1108 - 1115
  • [12] Printed New Tai Lue Character Recognition Based on BP Neural Network
    Li, Dengfeng
    Yu, PengFei
    Li, Haiyan
    Peng, Ge
    2016 IEEE INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING (ICSIP), 2016, : 339 - 342
  • [13] Improved Optical Character Recognition with Deep Neural Network
    Wei, Tan Chiang
    Sheikh, U. U.
    Ab Rahman, Ab Al-Hadi
    2018 IEEE 14TH INTERNATIONAL COLLOQUIUM ON SIGNAL PROCESSING & ITS APPLICATIONS (CSPA 2018), 2018, : 245 - 249
  • [14] Temperature Recognition of Infrared Temperature Map Based on Improved BP Neural Network
    Zhou, Qiang
    Sun, JiaYue
    Xu, XueYing
    Fu, Xun
    Zhou, ZhongYuan
    2022 6TH INTERNATIONAL SYMPOSIUM ON COMPUTER SCIENCE AND INTELLIGENT CONTROL, ISCSIC, 2022, : 311 - 315
  • [15] Gesture Recognition Based on BP Neural Network Improved by Chaotic Genetic Algorithm
    Li D.-J.
    Li Y.-Y.
    Li J.-X.
    Fu Y.
    Li, Dong-Jie (dongjieli2013@163.com), 2018, Chinese Academy of Sciences (15) : 267 - 276
  • [16] Gesture Recognition Based on BP Neural Network Improved by Chaotic Genetic Algorithm
    Dong-Jie Li
    Yang-Yang Li
    Jun-Xiang Li
    Yu Fu
    International Journal of Automation and Computing, 2018, 15 (03) : 267 - 276
  • [17] Study of Digital Character Recognition Based on BP Neural Networks
    Yuan, Shuai
    Zhang, Guo Yun
    Wu, Jian Hui
    Guo, Long Yuan
    MEASUREMENT TECHNOLOGY AND ENGINEERING RESEARCHES IN INDUSTRY, PTS 1-3, 2013, 333-335 : 856 - 859
  • [18] Antenna Recognition Based on BP Neural Network
    Zhao, Chunyan
    Shi, Dan
    Gao, Yougang
    2012 6TH ASIA-PACIFIC CONFERENCE ON ENVIRONMENTAL ELECTROMAGNETICS (CEEM' 2012), 2012, : 355 - 359
  • [19] Face Recognition Based on BP Neural Network
    Duan, Yubo
    Yu, Tiecheng
    Zhou, Qun
    Liu, Jicheng
    PROCEEDINGS OF FIRST INTERNATIONAL CONFERENCE OF MODELLING AND SIMULATION, VOL III: MODELLING AND SIMULATION IN ELECTRONICS, COMPUTING, AND BIO-MEDICINE, 2008, : 367 - 371
  • [20] The Application of Improved BP Neural Network Algorithm in Lithology Recognition
    Shao, Yuxiang
    Chen, Qing
    Zhang, Dongmei
    ADVANCES IN COMPUTATION AND INTELLIGENCE, PROCEEDINGS, 2008, 5370 : 342 - +