Classification of white blood cells: A comprehensive study using transfer learning based on convolutional neural networks

T Tamang, S Baral, MP Paing - Diagnostics, 2022 - mdpi.com
White blood cells (WBCs) in the human immune system defend against infection and protect
the body from external hazardous objects. They are comprised of neutrophils, eosinophils …

[HTML][HTML] Advanced Convolutional Neural Networks for Precise White Blood Cell Subtype Classification in Medical Diagnostics

A Kanavos, O Papadimitriou, K Al-Hussaeni… - Electronics, 2024 - mdpi.com
White blood cell (WBC) classification is pivotal in medical image analysis, playing a critical
role in the precise diagnosis and monitoring of diseases. This paper presents a novel …

[HTML][HTML] The diagnosis of chronic myeloid leukemia with deep adversarial learning

Z Zhang, X Huang, Q Yan, Y Lin, E Liu, Y Mi… - The American Journal of …, 2022 - Elsevier
Chronic myeloid leukemia (CML) is a clonal proliferative disorder of granulocytic lineage,
with morphologic evaluation as the first step for a definite diagnosis. This study developed a …

White Blood Cell Classification: Convolutional Neural Network (CNN) and Vision Transformer (ViT) under Medical Microscope

M Abou Ali, F Dornaika, I Arganda-Carreras - Algorithms, 2023 - mdpi.com
Deep learning (DL) has made significant advances in computer vision with the advent of
vision transformers (ViTs). Unlike convolutional neural networks (CNNs), ViTs use self …

Blood Cell Revolution: Unveiling 11 Distinct Types with 'Naturalize'Augmentation

M Abou Ali, F Dornaika, I Arganda-Carreras - Algorithms, 2023 - mdpi.com
Artificial intelligence (AI) has emerged as a cutting-edge tool, simultaneously accelerating,
securing, and enhancing the diagnosis and treatment of patients. An exemplification of this …

An explainable vision transformer model based white blood cells classification and localization

O Katar, O Yildirim - Diagnostics, 2023 - mdpi.com
White blood cells (WBCs) are crucial components of the immune system that play a vital role
in defending the body against infections and diseases. The identification of WBCs subtypes …