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Home / Engineering / Signal Processing & Wireless Networks / A Cognitive Decision Logic Design for Early-Stage Symptom Analysis and Detection of Cancerous Blood Cell

A Cognitive Decision Logic Design for Early-Stage Symptom Analysis and Detection of Cancerous Blood Cell

Abstract

Deep learning image analysis is considered a smart solution to extract information from biological image data sets. It enables researchers to review the framework between deep learning model and the biological image analysis routine. In this paper, we have gathered blood cancer and healthy blood cell images and symptoms of diseases from web portals to build decision logic. This put forward the subjective research to automate diagnosis processes by extracting the image feature. Image is considered as building bricks for image analysis in deep learning. It entrusts a rousing solution for medical image classification in deep learning and symptom analysis through fuzzy-wuzzy to furnish quick information propagation towards the patient. Eventually the patient can access a quick treatment plan for recovery. A detailed overview of mathematical mechanics of deep learning algorithm and segmentation progress of images are discussed. Deep learning based cancerous cell detection in blood images can point medical experts in the right direction.

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Disciplines Engineering, Signal Processing & Wireless Networks Tags blood cell image, cancer, decision logic, deep learning, fuzzy-wuzzy, machine learning
  • Subhasish Mohapatra
  • March, 2025

About Author

  • Subhasish Mohapatra
    Subhasish Mohapatra

    Subhasish Mohapatra is a seasoned academician with expertise in artificial intelligence and machine learning. He has over a decade of experience in teaching and research with more than 20 publications...

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  • Dr. Smita Rani Parija
    Dr. Smita Rani Parija

    Dr. Smita Rani Parija holds both a master’s and Ph.D. degrees in Electronics and Communications from N.I.T. Rourkela. Her academic career highlights a strong interest in handling real-time issues pert...

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  • Dr. Prabodh Kumar Sahoo
    Dr. Prabodh Kumar Sahoo

    Dr. Prabodh Kumar Sahoo earned his Master of Engineering and Ph.D. degrees from Rajiv Gandhi Proudyogiki Vishwavidyalaya and Centurion University of Technology and Management in India and holds the po...

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  • Dr. Jaymin K. Bhalani
    Dr. Jaymin K. Bhalani

    Dr. Jaymin K. Bhalani has over two decades of experience as Professor of Electronics and Communication Engineering. Dr. Jaymin K. Bhalani has successfully guided several post-graduate and doctoral can...

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Picture of Subhasish Mohapatra

Subhasish Mohapatra

Subhasish Mohapatra is a seasoned academician with expertise in artificial intelligence and machine learning. He has over a decade of experience in teaching and research with more than 20 publications in peer reviewed journals. His work spans across medical and agricultural domains and he has guided several students at undergraduate and post-graduate levels. Subhasish Mohapatra continues his Ph.D. in Computer Science Engineering at Adams University, is an active member of professional bodies including the Institution of Engineers, as well as an Assistant Professor of Computer Science Engineering at DRIEMS University.
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Picture of Subhasish Mohapatra

Subhasish Mohapatra

Subhasish Mohapatra is a seasoned academician with expertise in artificial intelligence and machine learning. He has over a decade of experience in teaching and research with more than 20 publications in peer reviewed journals. His work spans across medical and agricultural domains and he has guided several students at undergraduate and post-graduate levels. Subhasish Mohapatra continues his Ph.D. in Computer Science Engineering at Adams University, is an active member of professional bodies including the Institution of Engineers, as well as an Assistant Professor of Computer Science Engineering at DRIEMS University.
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