Features Extraction for Offline Handwritten Character Recognition

被引:1
|
作者
Benchaou, Soukaina [1 ]
Nasri, M'barek [1 ]
El Melhaoui, Ouafae [1 ]
机构
[1] Univ Mohammed 1, EST, Lab MATSI, Oujda, Morocco
关键词
Offline handwritten character; Feature extraction; K nearest neighbors; Fuzzy min max;
D O I
10.1007/978-3-319-46568-5_21
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Offline handwritten character recognition has been one of the most challenging research areas in the field of image processing and pattern recognition in the recent years. Handwritten character recognition is a very problematic research area because writing styles may vary from one user to another. This paper throws light on four different feature techniques, Zoning, Profile projection, Freeman chain code and Histograms of oriented gradients for handwritten vowels recognition. The recognition is carried out in this work through K nearest neighbors and fuzzy min max classification methods. The best recognition rate of 96 % was obtained using Histogram of oriented gradients features.
引用
收藏
页码:209 / 217
页数:9
相关论文
共 50 条
  • [41] MQDF Discriminative Learning Based Offline Handwritten Chinese Character Recognition
    Wang, Yanwei
    Ding, Xiaoqing
    Liu, Changsong
    11TH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR 2011), 2011, : 1100 - 1104
  • [42] Combining Krawtchouk moments and HMMs for offline handwritten chinese character recognition
    Wang, Xianmei
    Xie, Bin
    Yang, Yang
    2006 3RD INTERNATIONAL IEEE CONFERENCE INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2006, : 649 - 653
  • [43] Radical Region based CNN for Offline Handwritten Chinese Character Recognition
    Luo, Weike
    Kamata, Sei-Ichiro
    PROCEEDINGS 2017 4TH IAPR ASIAN CONFERENCE ON PATTERN RECOGNITION (ACPR), 2017, : 542 - 547
  • [44] An artificial immune system for offline isolated handwritten arabic character recognition
    Chaouki Boufenar
    Mohamed Batouche
    Marc Schoenauer
    Evolving Systems, 2018, 9 : 25 - 41
  • [45] Offline Handwritten Gurumukhi Character Recognition System Using Deep Learning
    Jindal, Udit
    Gupta, Sheifali
    Jain, Vishal
    Paprzycki, Marcin
    ADVANCES IN BIOINFORMATICS, MULTIMEDIA, AND ELECTRONICS CIRCUITS AND SIGNALS, 2020, 1064 : 121 - 134
  • [46] Building efficient CNN architecture for offline handwritten Chinese character recognition
    Zhiyuan Li
    Nanjun Teng
    Min Jin
    Huaxiang Lu
    International Journal on Document Analysis and Recognition (IJDAR), 2018, 21 : 233 - 240
  • [47] A 2-D HMM method for offline handwritten character recognition
    Park, HS
    Sin, BK
    Moon, J
    Lee, SW
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2001, 15 (01) : 91 - 105
  • [48] Offline Isolated Bangla Handwritten Character Recognition Using Spatial Relationships
    Alam, Fahim Irfan
    Banik, Bithi
    2013 INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS & VISION (ICIEV), 2013,
  • [49] Discriminative training for HMM-based offline handwritten character recognition
    Nopsuwanchai, R
    Povey, D
    SEVENTH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION, VOLS I AND II, PROCEEDINGS, 2003, : 114 - 118
  • [50] Neural network based offline Tamil handwritten character recognition system
    Sutha, J.
    Ramaraj, N.
    ICCIMA 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, VOL II, PROCEEDINGS, 2007, : 446 - +