A Hybrid VGG16‐ViT Approach With Image Processing Techniques for Improved White Blood Cell Classification and Disease Diagnosis: A Retrospective Study

A Hybrid VGG16‐ViT Approach With Image Processing Techniques for Improved White Blood Cell Classification and Disease Diagnosis: A Retrospective Study

ABSTRACT Background and Aims White Blood Cells (WBCs) are essential for immune defense against infections. Automated WBC identification from microscopic images aids in diagnosing diseases like leukemia and AIDS. However, the complexity of WBC morphology due to varying maturation stages and staining...

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Main Authors: Md Shahin Ali, Md. Maruf Hossain, Md. Mahfuz Ahmed, Kazi Rubaya Nowrin, S. M. Mahim, Shakib Al Hasan, Moutushi Akter Kona, Md Shafiqul Islam, Kazi Mowdud Ahmed, Md Mahbubur Rahman, Md Khairul Islam
Format: Article
Language:English
Published: Wiley 2025-06-01
Series:Health Science Reports
Subjects:
feature extraction
Grad‐CAM
medical image processing
VGG16‐ViT
white blood cell
Online Access:https://doi.org/10.1002/hsr2.70859
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https://doi.org/10.1002/hsr2.70859

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