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A Hybrid CNN-Transformer Framework for Normal Blood Cell Classification:Towards Automated Hematological Analysis

Osama M.Alshehri Ahmad Shaf Muhammad Irfan Mohammed M.Jalal Malik A.Altayar Mohammed H.Abu-Alghayth Humood Al Shmrany Tariq Ali Toufique A.Soomro Ali G.Alkhathami

Computer Modeling in Engineering & Sciences2025，Vol.144Issue(7)：P.1165-1196,32.

Computer Modeling in Engineering & Sciences2025，Vol.144Issue(7)：P.1165-1196,32.DOI:10.32604/cmes.2025.067150

A Hybrid CNN-Transformer Framework for Normal Blood Cell Classification:Towards Automated Hematological Analysis

Osama M.Alshehri ¹Ahmad Shaf ²Muhammad Irfan ³Mohammed M.Jalal ⁴Malik A.Altayar ⁴Mohammed H.Abu-Alghayth ⁵Humood Al Shmrany ⁶Tariq Ali ⁷Toufique A.Soomro ⁸Ali G.Alkhathami⁹

作者信息

1. Department of Clinical Laboratory Sciences,College of Applied Medical Sciences,Najran University,Najran,61441,Kingdom of Saudi Arabia
2. Department of Computer Science,COMSATS University Islamabad Sahiwal Campus,Sahiwal,57000,Pakistan
3. Electrical Engineering Department,College of Engineering,Najran University,Najran,61441,Kingdom of Saudi Arabia
4. Department of Medical Laboratory Technology,Faculty of Applied Medical Sciences,University of Tabuk,Tabuk,71491,Kingdom of Saudi Arabia
5. Department of Medical Laboratory Sciences,College of Applied Medical Sciences,University of Bisha,Bisha,67714,Kingdom of Saudi Arabia
6. Department of Medical Laboratory,College of Applied Medical Sciences,Prince Sattam bin Abdulaziz University,Alkharj,11942,Kingdom of Saudi Arabia
7. Artificial Intelligence and Sensing Technologies(AIST)Research Center Tabuk,University of Tabuk,Tabuk,71491,Kingdom of Saudi Arabia
8. Artificial Intelligence and Cyber Futures Institute,Charles University,Bathurst,NSW 2795,Australia
9. Department of Clinical Laboratory Sciences,College of Applied Medical Sciences,King Khalid University,Abha,62217,Kingdom of Saudi Arabia
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摘要

关键词

Acute leukemia/automated diagnosis/blood cell classification/convolution neural networks/deep learning/fine-tuning/hematologic malignancy/hybrid deep learning architecture/leukemia subtype classification/medical image analysis/transfer learning/vision transformers

分类

医药卫生

引用本文复制引用

Osama M.Alshehri,Ahmad Shaf,Muhammad Irfan,Mohammed M.Jalal,Malik A.Altayar,Mohammed H.Abu-Alghayth,Humood Al Shmrany,Tariq Ali,Toufique A.Soomro,Ali G.Alkhathami..A Hybrid CNN-Transformer Framework for Normal Blood Cell Classification:Towards Automated Hematological Analysis[J].Computer Modeling in Engineering & Sciences,2025,144(7):P.1165-1196,32.

基金项目

the Deanship of Graduate Studies and Scientific Research at Najran University,Saudi Arabia,for their financial support through the Easy Track Research program,grant code(NU/EFP/MRC/13). （NU/EFP/MRC/13）

Computer Modeling in Engineering & Sciences

ISSN：1526-1492

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