Survey of Offline Arabic Handwriting Word Recognition

被引:8
|
作者
Ghadhban, Haitham Qutaiba [1 ]
Othman, Muhaini [1 ]
Samsudin, Noor Azah [1 ]
Bin Ismail, Mohd Norasri [1 ]
Hammoodi, Mustafa Raad [1 ]
机构
[1] Univ Tun Hussein Onn Malaysia, Software Engn Dept, Batu Pahat 86400, Johor, Malaysia
关键词
Offline handwriting recognition; Arabic datasets; Feature extraction; Classifiers; SYSTEM; CHARACTER; NETWORKS; DROPOUT;
D O I
10.1007/978-3-030-36056-6_34
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The field of Arabic handwriting recognition and translation is currently experiencing rapid growth in terms of research, which is evident in the coverage of major conferences and journals that specialise in the area of handwriting recognition. Against this backdrop, a significant increase has been observed in the classification and features techniques used, as compared to some years back. Researchers have put in more efforts geared towards building a variety of databases for Arabic handwriting recognition. This article aims to provide a comprehensive survey of advances in Arabic offline handwriting recognition. We have been provided details of availability Arabic databases with limitation. Further, we focus on techniques of feature extraction and different variety of classification approaches such as ANN, HMM, SVM that used in Arabic handwriting recognition.
引用
收藏
页码:358 / 372
页数:15
相关论文
共 50 条
  • [1] Offline Arabic handwriting recognition: A survey
    Lorigo, LM
    Govindaraju, V
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2006, 28 (05) : 712 - 724
  • [2] ANALYSIS OF FEATURE EXTRACTION AND CLASSIFICATION FOR OFFLINE ARABIC HANDWRITING WORD RECOGNITION
    Ghadhban, Haitham Qutaiba
    Othman, Muhaini
    Samsudin, Noor A.
    [J]. JOURNAL OF ENGINEERING SCIENCE AND TECHNOLOGY, 2021, 16 (03): : 2719 - 2735
  • [3] Word Warping for Offline Handwriting Recognition
    Kennard, Douglas J.
    Barrett, William A.
    Sederberg, Thomas W.
    [J]. 11TH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR 2011), 2011, : 1349 - 1353
  • [4] Maxout into MDLSTM for Offline Arabic Handwriting Recognition
    Maalej, Rania
    Kherallah, Monji
    [J]. NEURAL INFORMATION PROCESSING (ICONIP 2019), PT III, 2019, 11955 : 534 - 545
  • [5] An effective approach to offline Arabic handwriting recognition
    Al Abodi, Jafaar
    Li, Xue
    [J]. COMPUTERS & ELECTRICAL ENGINEERING, 2014, 40 (06) : 1883 - 1901
  • [6] Offline Arabic Handwriting Recognition System based on HMM
    Xiang, Dong
    Yan, Huahua
    Chen, Xianqiao
    Cheng, Yanfen
    [J]. PROCEEDINGS 2010 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, (ICCSIT 2010), VOL 1, 2010, : 526 - 529
  • [7] Offline Arabic Handwriting Recognition Using BLSTMs Combination
    Jemni, Sana Khamekhem
    Kessentini, Yousri
    Kanoun, Slim
    Ogier, Jean-Marc
    [J]. 2018 13TH IAPR INTERNATIONAL WORKSHOP ON DOCUMENT ANALYSIS SYSTEMS (DAS), 2018, : 31 - 36
  • [8] Combining Online and Offline Systems for Arabic Handwriting Recognition
    Azeem, Sherif Abdel
    Ahmed, Hany
    [J]. 2012 21ST INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR 2012), 2012, : 3725 - 3728
  • [9] A new large Arabic database for offline handwriting recognition
    Kef, Maamar
    Chergui, Leila
    Chikhi, Salim
    [J]. INTERNATIONAL JOURNAL OF APPLIED PATTERN RECOGNITION, 2013, 1 (01) : 81 - 98
  • [10] Online Arabic handwriting recognition: a survey
    Najiba Tagougui
    Monji Kherallah
    Adel M. Alimi
    [J]. International Journal on Document Analysis and Recognition (IJDAR), 2013, 16 : 209 - 226