Enhancing Bengali character recognition process applying heuristics on Neural Network

被引:0
|
作者
Sarowar, Golam [1 ]
Naser, M. A. [1 ]
Nizamuddin, S. M. [1 ]
Hamid, Nafiz I. B. [1 ]
Mahmud, Adnan [1 ]
机构
[1] Islamic Univ Technol, Gazipur 1704, Bangladesh
关键词
Character recognition; neural network; backpropagation;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recognition of Bengali characters by neural network has received much attention already. Better preprocessing and feature extraction may fail to give better accuracy if the recognition process (includes training and testing) is incompetent. In this paper, some heuristics are proposed to make the backpropagation training algorithm perform better. Finally, character recognition accuracy results obtained from different algorithms are compared.
引用
收藏
页码:154 / 158
页数:5
相关论文
共 50 条
  • [1] Use of Artificial Neural Network in Bengali Character Recognition
    Bhattacharyya, Debnath
    Kim, Tai-hoon
    Lee, Gang-soo
    [J]. SIGNAL PROCESSING, IMAGE PROCESSING AND PATTERN RECOGNITION, 2011, 260 : 140 - +
  • [2] Bengali Handwritten Character Recognition Using Deep Convolutional Neural Network
    Purkaystha, Bishwajit
    Datta, Tapos
    Islam, Md Saiful
    [J]. 2017 20TH INTERNATIONAL CONFERENCE OF COMPUTER AND INFORMATION TECHNOLOGY (ICCIT), 2017,
  • [3] Bengali Handwritten Isolated Compound Characters Recognition by Applying Transfer Learned Deep Convolutional Neural Network
    Hasan, Md Mehedi
    Srizon, Azmain Yakin
    Sayeed, Abu
    Hasan, Md Al Mehedi
    [J]. 2020 23RD INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY (ICCIT 2020), 2020,
  • [4] Recognition mechanism of a neural network for character recognition
    Shintani, H.
    Akutagawa, M.
    Nagashino, H.
    Kinouchi, Y.
    [J]. 2005 27TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2005, : 6540 - 6543
  • [5] A New Experiment on Bengali Character Recognition
    Barman, Sumana
    Bhattacharyya, Debnath
    Jeon, Seung-whan
    Kim, Tai-hoon
    Kim, Haeng-Kon
    [J]. UBIQUITOUS COMPUTING AND MULTIMEDIA APPLICATIONS, 2010, 75 : 20 - +
  • [6] Character recognition using a cellular neural network
    Stanic, N
    Potrebic, M
    Durdevic, D
    Dujkovic, D
    Kostic, P
    [J]. 2002 6TH SEMINAR ON NEURAL NETWORK APPLICATIONS IN ELECTRICAL ENGINEERING, PROCEEDINGS, 2002, : 135 - 138
  • [7] Bengali Printed Character Recognition - A New Approach
    Shaikh, Soharab Hossain
    Tabedzki, Marek
    Chaki, Nabendu
    Saeed, Khalid
    [J]. COMPUTER INFORMATION SYSTEMS AND INDUSTRIAL MANAGEMENT, CISIM 2013, 2013, 8104 : 129 - 140
  • [8] OPTICAL CHARACTER-RECOGNITION BY A NEURAL NETWORK
    SABOURIN, M
    MITICHE, A
    [J]. NEURAL NETWORKS, 1992, 5 (05) : 843 - 852
  • [9] FPGA implementation of a neural network for character recognition
    Khan, Farrukh A.
    Uppal, Momin
    Song, Wang-Cheol
    Kang, Min-Jae
    Mirza, Anwar M.
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS, 2006, 3973 : 1357 - 1365
  • [10] Uyghur Character Recognition Basing on Neural Network
    Yan, Zhou
    HaliDan, A.
    [J]. PROCEEDINGS OF THE 2008 CHINESE CONFERENCE ON PATTERN RECOGNITION (CCPR 2008), 2008, : 365 - 368