White blood cells classification using multi-fold pre-processing and optimized CNN model

Abstract White blood cells (WBCs) play a vital role in immune responses against infections and foreign agents. Different WBC types exist, and anomalies within them can indicate diseases like leukemia. Previous research suffers from limited accuracy and inflated performance due to the usage of less i...

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Bibliographic Details
Main Authors: Oumaima Saidani, Muhammad Umer, Nazik Alturki, Amal Alshardan, Muniba Kiran, Shtwai Alsubai, Tai-Hoon Kim, Imran Ashraf
Format: Article
Language:English
Published: Nature Portfolio 2024-02-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-52880-0