AIMC Topic: Leukocytes

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Improved leukocyte classification in bone marrow cytology using convolutional neural network with contrast enhancement.

Scientific reports Aug 19, 2025
Leukocytes or white blood cells (WBCs) are the main components of the immune system that protect the human body from various infections caused by viruses, bacteria, fungi, and other microorganisms. There are five major types of leukocytes: basophils,...
Humans Neural Networks, Computer Leukocytes Bone Marrow Bone Marrow Cells Convolutional Neural Networks Image Processing, Computer-Assisted
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Machine learning based analysis of leucocyte cell population data by Sysmex XN series hematology analyzer for the diagnosis of bacteremia.

Scientific reports Aug 8, 2025
In clinical practice, early recognition of bacteremia leads to prognostic improvement. Recently, cell population data (CPD) from the Sysmex XN-series hematology analyzer has attracted attention as a new method for the early diagnosis of bacteremia, b...
Leukocyte Count Neutrophils Leukocytes Aged, 80 and over Adult Middle Aged Bacteremia Female Male Humans Aged Machine Learning
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Domain-incremental white blood cell classification with privacy-aware continual learning.

Scientific reports Jul 15, 2025
White blood cell (WBC) classification plays a vital role in hematology for diagnosing various medical conditions. However, it faces significant challenges due to domain shifts caused by variations in sample sources (e.g., blood or bone marrow) and di...
Leukocytes Privacy Algorithms Deep Learning Humans
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Domain knowledge-infused pre-trained deep learning models for efficient white blood cell classification.

Scientific reports May 4, 2025
White blood cell (WBC) classification is a crucial step in assessing a patient's health and validating medical treatment in the medical domain. Hence, efficient computer vision solutions to the classification of WBC will be an effective aid to medica...
Neural Networks, Computer Humans Deep Learning Diagnosis, Computer-Assisted Algorithms Leukocytes
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Multiscale deformed attention networks for white blood cell detection.

Scientific reports Apr 26, 2025
White blood cell (WBC) detection is pivotal in medical diagnostics, crucial for diagnosing infections, inflammations, and certain cancers. Traditional WBC detection methods are labor-intensive and time-consuming. Convolutional Neural Networks (CNNs) ...
Leukocytes Neural Networks, Computer Humans Algorithms Image Processing, Computer-Assisted
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Clinical subtypes identification and feature recognition of sepsis leukocyte trajectories based on machine learning.

Scientific reports Apr 10, 2025
Sepsis is a highly variable condition, and tracking leukocyte patterns may offer insights for tailored treatment and prognosis. We used the MIMIC-IV database to analyze patients diagnosed with Sepsis-3 within 24 h of ICU admission. Latent class mixed...
Intensive Care Units Female Male Middle Aged Aged Machine Learning Prognosis Leukocyte Count Humans Sepsis Leukocytes
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Comparative Analysis of the Performance of Automated Digital Cell Morphology Analyzers for Leukocyte Differentiation in Hematologic Malignancies: Mindray MC-80 Versus West Medical Vision Hema.

International journal of laboratory hematology Mar 27, 2025
INTRODUCTION: The use of artificial intelligence in hematology laboratories has improved the diagnostic evaluation of peripheral blood cells. The aim of this study is to compare the performance of two automated digital cell morphology analyzers, the ...
Humans Female Middle Aged Cell Differentiation Leukocytes Hematologic Neoplasms Male
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Identifying periphery biomarkers of first-episode drug-naïve patients with schizophrenia using machine-learning-based strategies.

Progress in neuro-psychopharmacology & biological psychiatry Feb 25, 2025
Schizophrenia is a complex mental disorder. Accurate diagnosis and classification of schizophrenia has always been a major challenge in clinic due to the lack of biomarkers. Therefore, identifying molecular biomarkers, particularly in the peripheral ...
Biomarkers Humans Young Adult Leukocytes Female Machine Learning Adult Male Schizophrenia
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Two-stage CNN-based framework for leukocytes classification.

Computers in biology and medicine Feb 5, 2025
Leukocytes are pivotal markers in health, crucial for diagnosing diseases like malaria and viral infections. Peripheral blood smear tests provide pathologists with vital insights into various medical conditions. Manual leukocyte counting is challengi...
Image Processing, Computer-Assisted Leukocytes Humans Leukocyte Count Neural Networks, Computer
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Performance of the automated digital cell image analyzer UIMD PBIA in white blood cell classification: a comparative study with sysmex DI-60.

Clinical chemistry and laboratory medicine Jan 23, 2025
OBJECTIVES: This study aimed to evaluate the performance of PBIA (UIMD, Seoul, Republic of Korea), an automated digital morphology analyzer using deep learning, for white blood cell (WBC) classification in peripheral blood smears and compare it with ...
Automation Leukocyte Count Image Processing, Computer-Assisted Leukocytes Humans Deep Learning
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