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phat 23(1):

Research Article

White Blood Cells Classification using CNN

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  • @ARTICLE{10.4108/eetpht.9.4852,
        author={Jinka Chandra Kiran and Beebi Naseeba and Abbaraju Sai Sathwik and Thadikala Prakash Badrinath Reddy and Kokkula Lokesh and Tatigunta Bhavi Teja Reddy and Nagendra Panini Challa},
        title={White Blood Cells Classification using CNN},
        journal={EAI Endorsed Transactions on Pervasive Health and Technology},
        volume={9},
        number={1},
        publisher={EAI},
        journal_a={PHAT},
        year={2024},
        month={1},
        keywords={Classification, Machine Learning, SVM, CNN, ANN, KNN},
        doi={10.4108/eetpht.9.4852}
    }
    
  • Jinka Chandra Kiran
    Beebi Naseeba
    Abbaraju Sai Sathwik
    Thadikala Prakash Badrinath Reddy
    Kokkula Lokesh
    Tatigunta Bhavi Teja Reddy
    Nagendra Panini Challa
    Year: 2024
    White Blood Cells Classification using CNN
    PHAT
    EAI
    DOI: 10.4108/eetpht.9.4852
Jinka Chandra Kiran1, Beebi Naseeba1,*, Abbaraju Sai Sathwik1, Thadikala Prakash Badrinath Reddy1, Kokkula Lokesh1, Tatigunta Bhavi Teja Reddy1, Nagendra Panini Challa1
  • 1: Vellore Institute of Technology University
*Contact email: beebi.naseeba@vitap.ac.in

Abstract

One kind of cancer that arises from an overabundance of white blood cells produced by the patient's bone marrow and lymph nodes is leukaemia. Since white blood cells are the primary source of immunity, or the body's defence, it is imperative to determine the type of leukocyte cell the patient has leukaemia from as soon as possible. Failure to do so could result in a more serious condition. Haematologists typically use a light microscope to examine the necessary cell traces in order to classify and identify the features of the cell cytoplasm or nucleus in order to diagnose leukaemia in a patient. One form of cancer is leukaemia, which develops when a patient's bone marrow and lymph nodes produce an excessive amount of white blood cells. It is vital to determine the type of leukocyte cell the patient has leukaemia from as soon as possible because postponing diagnosis can worsen the situation. Our white corpuscles are the primary source of immunity, which is the body's defence. In order to define and identify the features found in the cell cytoplasm or nucleus, hematopathologists typically use a light microscope to examine the necessary cell traces in order to diagnose leukaemia in patients.

Keywords
Classification, Machine Learning, SVM, CNN, ANN, KNN
Received
2023-11-03
Accepted
2024-01-05
Published
2024-01-15
Publisher
EAI
http://dx.doi.org/10.4108/eetpht.9.4852

Copyright © 2024 J. C. Kiran et al., licensed to EAI. This is an open access article distributed under the terms of the CC BY-NC-SA 4.0, which permits copying, redistributing, remixing, transformation, and building upon the material in any medium so long as the original work is properly cited.

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