UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 5 Issue 3
March-2018
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR1803177


Registration ID:
180732

Page Number

934-941

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Title

ENGLISH CHARACTER RECOGNITION USING ANN WITH HOG FEATURES

Abstract

English character recognition using ANN (Artificial Neural Network) with HOG (Histogram of Oriented Gradients) features is a very useful software in the field of character recognition. Here we do this project by using Open CV platform. The system is divided into two stages. They are training and testing stage. Both stages include image acquisition, pre-processing segmentation and feature extraction respectively. Image pre-processing is technique of enhancing data images prior to computational processing ie,removing low-frequency background noise ,normalizing the intensity of individual particles images, removing reflections and masking portions of images. Preprocessing involve normalizing image into 35X35 matrix, de-skewing ,smoothening, and extract character feature from image by using HOG(Histogram of Oriented Gradients) method. Here we set neural network as ANN (Artificial Neural Network) .The result indicates that artificial neural network provides good recognition accuracy more than 85% of hand-written English alphabets

Key Words

Handwritten Character Recognition, English Alphabets, Feature Extraction, HOG (Histogram of Oriented Gradients) Method, Open CV

Cite This Article

"ENGLISH CHARACTER RECOGNITION USING ANN WITH HOG FEATURES", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.5, Issue 3, page no.934-941, March-2018, Available :http://www.jetir.org/papers/JETIR1803177.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"ENGLISH CHARACTER RECOGNITION USING ANN WITH HOG FEATURES", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.5, Issue 3, page no. pp934-941, March-2018, Available at : http://www.jetir.org/papers/JETIR1803177.pdf

Publication Details

Published Paper ID: JETIR1803177
Registration ID: 180732
Published In: Volume 5 | Issue 3 | Year March-2018
DOI (Digital Object Identifier):
Page No: 934-941
Country: IRINJALAKUDA , THRISSUR, Kerala, India .
Area: Science & Technology
ISSN Number: 2349-5162
Publisher: IJ Publication


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