Online Arabic Handwritten Digits Recognition

被引：9
|
作者：
Azeem, Sherif Abdel [1 ]
El Meseery, Maha [1 ]
Ahmed, Hany [1 ]
机构：
[1] Amer Univ Cairo, Dept Elect Engn, Cairo, Egypt
来源：
13TH INTERNATIONAL CONFERENCE ON FRONTIERS IN HANDWRITING RECOGNITION (ICFHR 2012) | 2012年
关键词：
D O I：
10.1109/ICFHR.2012.249
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper fills a void in the literature of online Arabic handwritten digits recognition as no systems are dedicated to this problem. The two main contributions of this paper are introducing a large online Arabic handwritten digits dataset and developing an efficient online Arabic handwritten digits recognition system. In the dataset, we collected 30,000 online Arabic digits from 300 writers. The developed system uses a combination of temporal and spatial features to recognize those digits. The system achieved 98.73% recognition rate. Comparison with a commercial product demonstrates the superiority of the proposed system.
引用
收藏
页码：135 / 140
页数：6
相关论文
共 50 条
  • [1] ONLINE RECOGNITION OF HANDWRITTEN ARABIC CHARACTERS
    ALEMAMI, S
    USHER, M
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (07) : 704 - 710
  • [2] ONLINE RECOGNITION OF HANDWRITTEN ISOLATED ARABIC CHARACTERS
    ELWAKIL, MS
    SHOUKRY, AA
    PATTERN RECOGNITION, 1989, 22 (02) : 97 - 105
  • [3] CNN for Handwritten Arabic Digits Recognition Based on LeNet-5
    El-Sawy, Ahmed
    EL-Bakry, Hazem
    Loey, Mohamed
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT SYSTEMS AND INFORMATICS 2016, 2017, 533 : 566 - 575
  • [4] ONLINE RECOGNITION SYSTEM FOR HANDWRITTEN ARABIC MATHEMATICAL SYMBOLS
    Abuzaraida, Mustafa Ali
    Zeki, Akram M.
    Zeki, Ahmed M.
    2013 International Conference on Advanced Computer Science Applications and Technologies (ACSAT), 2014, : 223 - 227
  • [5] Online automatic Arabic handwritten signature and manuscript recognition
    Haddad, Ahmed
    Sfar, Amani
    2017 INTERNATIONAL CONFERENCE ON ENGINEERING & MIS (ICEMIS), 2017,
  • [6] Online Recognition System for Handwritten Arabic Chemical Symbols
    Abuzaraida, Mustafa Ali
    Zeki, Akram M.
    Zeki, Ahmed M.
    Za'bah, Nor Farahidah
    2014 INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION ENGINEERING (ICCCE), 2014, : 138 - 141
  • [7] Efficient Gabor-Based Recognition for Handwritten Arabic-Indic Digits
    Jaha, Emad Sami
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2019, 10 (01) : 112 - 120
  • [8] Arabic (Indian) Handwritten Digits Recognition Using Gabor-based Features
    Mahmoud, Sabri A.
    IIT: 2008 INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION TECHNOLOGY, 2008, : 742 - 746
  • [9] A scanning n-tuple classifier for online recognition of handwritten digits
    Ratzlaff, EH
    SIXTH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION, PROCEEDINGS, 2001, : 18 - 22
  • [10] Features extraction and reduction techniques with optimized SVM for Persian/Arabic handwritten digits recognition
    Mohammed Mehdi Bouchene
    Abdelhak Boukharouba
    Iran Journal of Computer Science, 2022, 5 (3) : 247 - 265
12345