International Journal of Science , Engineering and Management (IJSEM)

Monthly Journal for Science , Engineering and Management

Volume2,December 2017,

Topic : Handwritten Devanagari Compound Character Recognition Using Zernike Moment

Authors:Juhee Sachdeva || Dr. Shilpa Kulkarni

Abstract:Character recognition of Devanagari compound characters is a difficult task because characters are written in half forms of original characters. In this paper, we present OCR for Handwritten Devanagari compound character. Recognition of Devanagari compound characters consist of three main phases Preprocessing, Feature Extraction and Classification. During last few decades many research has been conducted to find a solution for Character recognition as it is a solution for many real-world problems. The major problem for processing a large volume of data can be solved. Work has been done in recognizing handwritten characters in Languages like English, Chinese, Japanese and Arabic. This paper focuses on the recognition of Devanagari compound characters. The feature extraction stage uses Zernike Moments based feature extraction technique that analyzes and select set of features that can be used to uniquely identify the character. Zernike Moment based techniques use rotation invariance that is successfully applied to many Pattern Recognition problems and character recognition system. The moment-based system uses global features that are suitable for compound character recognition. For classification phase, Support Vector Machine is used. The system reported a high recognition rate of accuracy..

Keywords: Compound characters, Pattern Recognition, Zernike Moments, Support Vector Machine.

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DOI: 01.1617/vol4/iss12/pid64890


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Editor-in-Chief

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Dr.Muhammad Ishtiaq,
Mirpur University of
Science & Technology,
Mirpur, Azad Kasmir.

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IMPACT FACTOR: 2.7

ISSN(Online): 2456-1304

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Thomson Reuters ID : q-6288-2016.
ORCiD Research ID : 0000-0001-9540-6799

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ACCEPTANCE RATIO: 25%
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Journal Code : IJSEM
Electronic ISSN : 2456-1304
Impact Factor : 2.7
Frequency : Monthly
Contact : editor@ijsem.org

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