UGC Approved Journal no 63975(19)

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

Volume 9 Issue 8
August-2022
eISSN: 2349-5162

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

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Published Paper ID:
JETIR2208473


Registration ID:
501675

Page Number

e617-e624

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Title

Detection and Classification of Leukemia using DCNN Algorithm

Abstract

Leukemia is a fatal disease of white blood cells which affects the blood and bone marrow in human body. Deployed deep convolutional neural network for automated detection of acute lymphoblastic leukemia and classification of its subtypes into 4 classes, that is, L1, L2, L3, and Normal which were mostly neglected in previous literature. In contrary to the training from scratch, deployed pre-trained Online AlexNet which was fine-tuned on our data set. Last layers of the pretrained network were replaced with new layers which can classify the input images into 4 classes. To reduce overtraining, data augmentation technique was used. For acute lymphoblastic leukemia detection, achieved an acute lymphoblastic leukemia subtype classification the Accuracy was 96%, and specificity was 92.85%, our proposed method was able to achieve high accuracy without any need of microscopic image segmentation.

Key Words

MSVM, DCNN, Leukemia, Accuracy, Sensitivity, Specificity etc.

Cite This Article

"Detection and Classification of Leukemia using DCNN Algorithm", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.9, Issue 8, page no.e617-e624, August-2022, Available :http://www.jetir.org/papers/JETIR2208473.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

"Detection and Classification of Leukemia using DCNN Algorithm", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.9, Issue 8, page no. ppe617-e624, August-2022, Available at : http://www.jetir.org/papers/JETIR2208473.pdf

Publication Details

Published Paper ID: JETIR2208473
Registration ID: 501675
Published In: Volume 9 | Issue 8 | Year August-2022
DOI (Digital Object Identifier):
Page No: e617-e624
Country: chittoor, Andhra Pradesh, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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