An explainable AI-based blood cell classification using optimized convolutional neural network

An explainable AI-based blood cell classification using optimized convolutional neural network

White blood cells (WBCs) are a vital component of the immune system. The efficient and precise classification of WBCs is crucial for medical professionals to diagnose diseases accurately. This study presents an enhanced convolutional neural network (CNN) for detecting blood cells with the help of va...

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Bibliographic Details
Main Authors: Oahidul Islam, Md Assaduzzaman, Md Zahid Hasan
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Journal of Pathology Informatics
Subjects:
White blood cells
Optimized CNN
Transfer learning
Explainable AI
SHAP
LIME
Online Access:http://www.sciencedirect.com/science/article/pii/S2153353924000282
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