AIMC Topic: Leukocytes

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Classification of white blood cells (leucocytes) from blood smear imagery using machine and deep learning models: A global scoping review.

PloS one Jun 17, 2024
Machine learning (ML) and deep learning (DL) models are being increasingly employed for medical imagery analyses, with both approaches used to enhance the accuracy of classification/prediction in the diagnoses of various cancers, tumors and bloodborn...
Image Processing, Computer-Assisted Machine Learning Leukocytes Deep Learning Humans
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Automatic classification and segmentation of blast cells using deep transfer learning and active contours.

International journal of laboratory hematology May 10, 2024
INTRODUCTION: Acute lymphoblastic leukemia (ALL) presents a formidable challenge in hematological malignancies, necessitating swift and precise diagnostic techniques for effective intervention. The conventional manual microscopy of blood smears, alth...
Humans Neural Networks, Computer Leukocytes Precursor Cell Lymphoblastic Leukemia-Lymphoma Deep Learning Image Processing, Computer-Assisted
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Deep learning-based image annotation for leukocyte segmentation and classification of blood cell morphology.

BMC medical imaging Apr 8, 2024
The research focuses on the segmentation and classification of leukocytes, a crucial task in medical image analysis for diagnosing various diseases. The leukocyte dataset comprises four classes of images such as monocytes, lymphocytes, eosinophils, a...
Humans Image Processing, Computer-Assisted Leukocytes Neural Networks, Computer Deep Learning Blood Cells Data Curation
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Comprehensive data analysis of white blood cells with classification and segmentation by using deep learning approaches.

Cytometry. Part A : the journal of the International Society for Analytical Cytology Apr 2, 2024
Deep learning approaches have frequently been used in the classification and segmentation of human peripheral blood cells. The common feature of previous studies was that they used more than one dataset, but used them separately. No study has been fo...
Cell Nucleus Cytoplasm Data Analysis Deep Learning Image Processing, Computer-Assisted Leukocytes Humans Neural Networks, Computer
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AML leukocyte classification method for small samples based on ACGAN.

Biomedizinische Technik. Biomedical engineering Mar 29, 2024
Leukemia is a class of hematologic malignancies, of which acute myeloid leukemia (AML) is the most common. Screening and diagnosis of AML are performed by microscopic examination or chemical testing of images of the patient's peripheral blood smear. ...
Leukocytes Leukemia, Myeloid, Acute Deep Learning Humans Neural Networks, Computer
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Segmentation, feature extraction and classification of leukocytes leveraging neural networks, a comparative study.

Cytometry. Part A : the journal of the International Society for Analytical Cytology Feb 29, 2024
The gold standard of leukocyte differentiation is a manual examination of blood smears, which is not only time and labor intensive but also susceptible to human error. As to automatic classification, there is still no comparative study of cell segmen...
Image Processing, Computer-Assisted Leukocytes Algorithms Deep Learning Neural Networks, Computer Machine Learning Humans
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Efficient leukocytes detection and classification in microscopic blood images using convolutional neural network coupled with a dual attention network.

Computers in biology and medicine Feb 13, 2024
Leukocytes, also called White Blood Cells (WBCs) or leucocytes, are the cells that play a pivotal role in human health and are vital indicators of diseases such as malaria, leukemia, AIDS, and other viral infections. WBCs detection and classification...
Neural Networks, Computer Humans Image Processing, Computer-Assisted Microscopy Deep Learning Leukocytes
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Leukocyte differential based on an imaging and impedance flow cytometry of microfluidics coupled with deep neural networks.

Cytometry. Part A : the journal of the International Society for Analytical Cytology Jan 4, 2024
The differential of leukocytes functions as the first indicator in clinical examinations. However, microscopic examinations suffered from key limitations of low throughputs in classifying leukocytes while commercially available hematology analyzers f...
Support Vector Machine Humans Electric Impedance Leukocytes Flow Cytometry Neural Networks, Computer Microfluidics
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Phosphorylated p38 MAP kinase expression by leucocytes is increased in allergic humans and associated with IgE responses.

Scandinavian journal of immunology Nov 30, 2023
Mitogen-activated protein kinases (MAPK) activate cascades that regulate cell proliferation, differentiation and death. Phosphorylated (phos-)p38 MAPK is a cell-signalling pathway associated with Th2 cytokine responses, which is required for immunogl...
Mitogen-Activated Protein Kinases Leukocytes, Mononuclear p38 Mitogen-Activated Protein Kinases Humans Immunoglobulin E Immunoglobulin G Leukocytes Adult
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White blood cell image analysis for infection detection based on virtual hexagonal trellis (VHT) by using deep learning.

Scientific reports Oct 19, 2023
White blood cells (WBCs) are an indispensable constituent of the immune system. Efficient and accurate categorization of WBC is a critical task for disease diagnosis by medical experts. This categorization helps in the correct identification of medic...
Image Processing, Computer-Assisted Support Vector Machine Leukocytes Deep Learning
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