Intelligent Handwriting Thai Signature Recognition System based on Artificial Neuron Network

被引:0
作者
Chumuang, Naruemol [1 ]
Ketcham, Mahasak [2 ]
机构
[1] King Mongkuts Univ Technol North Bangkok, Dept Informat Technol, Fac Informat Technol, Bangkok, Thailand
[2] King Mongkuts Univ Technol North Bangkok, Dept Informat Technol Management, Fac Informat Technol, Bangkok, Thailand
来源
TENCON 2014 - 2014 IEEE REGION 10 CONFERENCE | 2014年
关键词
component; Signature; Recognition; Neural network; Multilayer Perceptron; Back Propagation Algorithm; Radial Basis Function; CHARACTER; ONLINE;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes an Intelligent Handwriting Thai Signature Recognition System base on Multilayer Perceptron and Radial Basis Network. The proposed system compose of three main processes, i.e. image pre-processing, feature extraction and Thai signature recognition. In the recognition processes the neural network is used into two stage. First, Multilayer Perceptron (MLP) and Radial Basis Function (RBF) is used to learning handwriting Thai signature and then the trained network will be used for recognizing. Later, RBF is used to decision in final stage. There are 600 images from 10 writers in this experiment then the experimental results show that the proposed method yielded the satisfied results.
引用
收藏
页数:6
相关论文
共 26 条
  • [1] [Anonymous], 1982, S8164 STANF U OFF TE
  • [2] [Anonymous], 1988, Parallel distributed processing
  • [3] [Anonymous], COGNITIVA CESTA PARI
  • [4] An overview of character recognition focused on off-line handwriting
    Arica, N
    Yarman-Vural, FT
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2001, 31 (02): : 216 - 233
  • [5] BROOMHEAD DS, 1988, COMPLEX SYSTEMS, V2, P269
  • [6] Bunke H, 2003, PROC INT CONF DOC, P448
  • [7] Public transportation trip flow modeling with generalized regression neural networks
    Celikoglu, Hilmi Berk
    Cigizoglu, Hikmet Kerem
    [J]. ADVANCES IN ENGINEERING SOFTWARE, 2007, 38 (02) : 71 - 79
  • [8] Chaowicharat Ekawat, 2012, P 26 INT FLOR ART IN, P196
  • [9] Generalized regression neural network in modelling river sediment yield
    Cigizoglu, HK
    Alp, M
    [J]. ADVANCES IN ENGINEERING SOFTWARE, 2006, 37 (02) : 63 - 68
  • [10] Forty years of research in character and document recognition-an industrial perspective
    Fujisawa, Hiromichi
    [J]. PATTERN RECOGNITION, 2008, 41 (08) : 2435 - 2446