Handwritten Arabic character recognition based on SVM Classifier

被引:0
|
作者
Bouchareb, Faouzi [1 ]
Hamdi, Rachid [2 ]
Bedda, Mouldi [3 ]
机构
[1] Skikda Univ, Dept Elect, Skikda 21000, Algeria
[2] Annaba Univ, Dept Elect, Annaba 23000, Algeria
[3] Al Jouf Univ, Fac Engn, Sakakah, Saudi Arabia
关键词
Arabic caracter recognitio; PCA; SVM; OCR;
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
This paper describes new methods for handwritten Arabic character recognition. We propose a novel algorithm for smoothing image and segmentation of the Arabic character using width writing estimated from skeleton character The moments and Fourier descriptor of profile projection and centroid distance are used as features of each character these feature are invariant in translation, rotation and scale we apply Principal component Analysis (PCA) as data processing algorithm to features vector in order to reduce dimension. The classifier proposed in this work is based on Support Vector Machines (SVM) wich considerd an recent optimal classifier up to now. The results show that these methods are very powerful for isolated handwritten arabic caracter.
引用
收藏
页码:1004 / +
页数:2
相关论文
共 50 条
  • [21] A novel SVM-based handwritten Tamil character recognition system
    Shanthi, N.
    Duraiswamy, K.
    [J]. PATTERN ANALYSIS AND APPLICATIONS, 2010, 13 (02) : 173 - 180
  • [22] A novel SVM-based handwritten Tamil character recognition system
    N. Shanthi
    K. Duraiswamy
    [J]. Pattern Analysis and Applications, 2010, 13 : 173 - 180
  • [23] Hybrid classifier based method for similar handwritten Chinese character recognition
    School of Telecommunication Engineering, Xidian Univ., Xi'an
    710071, China
    不详
    710071, China
    [J]. Xi'an Dianzi Keji Daxue Xuebao, 5 (26-32):
  • [24] SVM-based hierarchical architectures for handwritten Bangla character recognition
    Tapan Kumar Bhowmik
    Pradip Ghanty
    Anandarup Roy
    Swapan Kumar Parui
    [J]. International Journal on Document Analysis and Recognition (IJDAR), 2009, 12 : 97 - 108
  • [25] SVM-based hierarchical architectures for handwritten Bangla character recognition
    Bhowmik, Tapan Kumar
    Ghanty, Pradip
    Roy, Anandarup
    Parui, Swapan Kumar
    [J]. INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION, 2009, 12 (02) : 97 - 108
  • [26] Svm-pca based handwritten devanagari digit character recognition
    Khamparia, Aditya
    Singh, Sanjay K.
    Luhach, Ashish K.
    [J]. Recent Advances in Computer Science and Communications, 2021, 14 (01) : 48 - 53
  • [27] A novel fuzzy approach for handwritten Arabic character recognition
    Kef, Maamar
    Chergui, Leila
    Chikhi, Salim
    [J]. PATTERN ANALYSIS AND APPLICATIONS, 2016, 19 (04) : 1041 - 1056
  • [28] A Comparative Study of Persian/Arabic Handwritten Character Recognition
    Alaei, Alireza
    Pal, Umapada
    Nagabhushan, P.
    [J]. 13TH INTERNATIONAL CONFERENCE ON FRONTIERS IN HANDWRITING RECOGNITION (ICFHR 2012), 2012, : 123 - 128
  • [29] Contribution on Character Modelling for Handwritten Arabic Text Recognition
    Mezghani, Anis
    Kallel, Faten
    Kanoun, Slim
    Kherallah, Monji
    [J]. PROCEEDINGS OF THE THIRD INTERNATIONAL AFRO-EUROPEAN CONFERENCE FOR INDUSTRIAL ADVANCEMENT-AECIA 2016, 2018, 565 : 370 - 379
  • [30] Optimised CNN Architectures for Handwritten Arabic Character Recognition
    Alghyaline, Salah
    [J]. CMC-COMPUTERS MATERIALS & CONTINUA, 2024, 79 (03): : 4905 - 4924