Contractive Autoencoder and SVM for Recognition of Handwritten Devanagari Numerals

被引：0
|
作者：
Kabra, Ruhi R. [1 ]
机构：
[1] MSSs Coll Engn & Technol, Dept Comp Sci & Engn, Jalna, India
来源：
2017 1ST INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND INFORMATION MANAGEMENT (ICISIM) | 2017年
关键词：
Contractive autoencoder; SVM; Handwritten numerals recognition;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Representation of data is very important in case of machine learning. Better the representation, the classifiers will give better results. Contractive autoencoders are used to learn the representation of data which are robust to small changes in the input. This paper uses contractive autoencoder and SVM classifier for handwritten Devanagari numerals recognition. The accuracy obtained using CAE+SVM is 96 %.
引用
收藏
页码：26 / 29
页数：4
相关论文
共 50 条
  • [21] Computer recognition of unconstrained handwritten numerals
    Abou-zeid, HMR
    El-ghazal, AS
    Al-khatib, AA
    Proceedings of the 46th IEEE International Midwest Symposium on Circuits & Systems, Vols 1-3, 2003, : 969 - 973
  • [22] On the Performance Improvement of Devanagari Handwritten Character Recognition
    Singh, Pratibha
    Verma, Ajay
    Chaudhari, Narendra S.
    APPLIED COMPUTATIONAL INTELLIGENCE AND SOFT COMPUTING, 2015, 2015
  • [23] Using Modified Contour Features and SVM Based Classifier for the Recognition of Persian/Arabic Handwritten Numerals
    Alaei, Alireza
    Pal, Umapada
    Nagabhushan, P.
    ICAPR 2009: SEVENTH INTERNATIONAL CONFERENCE ON ADVANCES IN PATTERN RECOGNITION, PROCEEDINGS, 2009, : 391 - 394
  • [24] Multistage Recognition Approach for Handwritten Devanagari Script Recognition.
    Rahul, Pawar Vijaya
    Gaikwad, Arun Natha
    PROCEEDINGS OF THE 2012 WORLD CONGRESS ON INFORMATION AND COMMUNICATION TECHNOLOGIES, 2012, : 651 - 656
  • [25] SYNTACTIC RECOGNITION OF NONSTYLIZED HANDWRITTEN NUMERALS.
    Pik, J.
    Problems of control and information theory, 1981, 10 (03): : 149 - 160
  • [26] Fuzzy model based recognition of handwritten numerals
    Hanmandlu, M.
    Murthy, O. V. Ramana
    PATTERN RECOGNITION, 2007, 40 (06) : 1840 - 1854
  • [27] Handwritten devanagari manuscript characters recognition using capsnet
    Moudgil A.
    Singh S.
    Gautam V.
    Rani S.
    Shah S.H.
    International Journal of Cognitive Computing in Engineering, 2023, 4 : 47 - 54
  • [28] A novel hybrid classifier for recognition of handwritten numerals
    Zhang, P
    Chen, LH
    Kot, AC
    SMC 2000 CONFERENCE PROCEEDINGS: 2000 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOL 1-5, 2000, : 2709 - 2714
  • [29] Handwritten Devnagari numerals recognition with higher accuracy
    Lakshmi, C. Vasantha
    Jain, Ritu
    Patvardhan, C.
    ICCIMA 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, VOL III, PROCEEDINGS, 2007, : 255 - 259
  • [30] Radial Basis Function For Handwritten Devanagari Numeral Recognition
    Singh, Prerna
    Tyagi, Nidhi
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2011, 2 (05) : 126 - 129
12345