Advancing blood cell detection and classification: performance evaluation of modern deep learning models

Advancing blood cell detection and classification: performance evaluation of modern deep learning models

Abstract The detection and classification of blood cells are important in diagnosing and monitoring a variety of blood-related illnesses, such as anemia, leukemia, and infection, all of which may cause significant mortality. Accurate blood cell identification has a high clinical relevance in these p...

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Main Authors: Shilpa Choudhary, Sandeep Kumar, Pammi Sri Siddhaarth, Guntu Charitasri, Monali Gulhane, Nitin Rakesh, Feslin Anish Mon, Amal Al-Rasheed, Masresha Getahun, Ben Othman Soufiene
Format: Article
Language:English
Published: BMC 2025-06-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Blood cell detection
Classification
Precision medicine
Real-time detection
YOLOv10
MobileNetV2
Online Access:https://doi.org/10.1186/s12911-025-03027-2
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https://doi.org/10.1186/s12911-025-03027-2

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