Integrating deep learning and transfer learning: optimizing white blood cells classification in medical educational institutions

Integrating deep learning and transfer learning: optimizing white blood cells classification in medical educational institutions

Abstract White blood cells (WBCs) play a crucial role in the immune system, protecting the body from infections and foreign invaders. Abnormalities in WBCs can be indicative of various conditions, including leukemia. WBCs classification is pivotal for diagnosing hematological disorders. This study a...

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Bibliographic Details
Main Authors: M. Hussein, Faten Abd El-Sattar Zahran El-Mougi
Format: Article
Language:English
Published: SpringerOpen 2025-07-01
Series:Journal of Big Data
Subjects:
Deep learning
Transfer learning
White blood cells
Convolutional neural networks
Medical institutions
Swin transformer
Online Access:https://doi.org/10.1186/s40537-025-01235-1
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https://doi.org/10.1186/s40537-025-01235-1

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