UGC Approved Journal no 63975(19)

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

Volume 5 Issue 5
May-2018
eISSN: 2349-5162

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

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Published Paper ID:
JETIR1805853


Registration ID:
182734

Page Number

664-670

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Title

Classification of Brain Tumors using Image Pre-Processing and Artificial Neural Networks

Abstract

The classification of brain tumors has remained complex due to extremely subtle differences in pixel values of cancerous and non-cancerous tumors. Although, normal MRI images and images with tumors can be classified by inspection to some extent, but predicting whether a particular case has cancerous (malignant) type intent of a benign (non-cancerous) intent is almost infeasible. This paper proposes a technique that uses a vigorous image pre-processing technique in conjugation with a probabilistic class of artificial neural network for brain tumor classification. It has been shown that the present approach attains a classification accuracy of 97% (approx). The high value of accuracy can be attributed to the image pre-processing stage and the design of the probabilistic neural design of the Artificial Neural Network.

Key Words

Artificial Neural Network, Image Pre-processing, Malignant Tumor, Benign Tumor, Accuracy.

Cite This Article

"Classification of Brain Tumors using Image Pre-Processing and Artificial Neural Networks", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.5, Issue 5, page no.664-670, MAY-2018, Available :http://www.jetir.org/papers/JETIR1805853.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

"Classification of Brain Tumors using Image Pre-Processing and Artificial Neural Networks", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.5, Issue 5, page no. pp664-670, MAY-2018, Available at : http://www.jetir.org/papers/JETIR1805853.pdf

Publication Details

Published Paper ID: JETIR1805853
Registration ID: 182734
Published In: Volume 5 | Issue 5 | Year May-2018
DOI (Digital Object Identifier):
Page No: 664-670
Country: SATNA, MADHYA PRADESH, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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