با سلام خدمت کاربران در صورتی که با خطای سیستم پرداخت بانکی مواجه شدید از طریق کارت به کارت (6037997535328901 بانک ملی ناصر خنجری ) مقاله خود را دریافت کنید (تا مشکل رفع گردد).
ردیف | عنوان | نوع |
---|---|---|
1 |
AI-enabled Microscopic Blood Analysis for Microfluidic COVID-19 Hematology
آنالیز خون میکروسکوپی مجهز به هوش مصنوعی برای هماتولوژی میکروسیال COVID-19-2020 Microscopic blood cell analysis is an important
methodology for medical diagnosis, and complete blood cell
counts (CBCs) are one of the routine tests operated in hospitals.
Results of the CBCs include amounts of red blood cells, white
blood cells and platelets in a unit blood sample. It is possible to
diagnose diseases such as anemia when the numbers or shapes
of red blood cells become abnormal. The percentage of white
blood cells is one of the important indicators of many severe
illnesses such as infection and cancer. The amounts of platelets
are decreased when the patient suffers hemophilia. Doctors
often use these as criteria to monitor the general health
conditions and recovery stages of the patients in the hospital.
However, many hospitals are relying on expensive hematology
analyzers to perform these tests, and these procedures are often
time consuming. There is a huge demand for an automated, fast
and easily used CBCs method in order to avoid redundant
procedures and minimize patients’ burden on costs of
healthcare. In this research, we investigate a new CBC detection
method by using deep neural networks, and discuss state of the
art machine learning methods in order to meet the medical
usage requirements. The approach we applied in this work is
based on YOLOv3 algorithm, and our experimental results
show the applied deep learning algorithms have a great
potential for CBCs tests, promising for deployment of deep
learning methods into microfluidic point-of-care medical
devices. As a case of study, we applied our blood cell detector to
the blood samples of COVID-19 patients, where blood cell clots
are a typical symptom of COVID-19. Keywords : microfluidic device | microscopic imaging | blood analysis haematology | COVID-19 | deep learning at edge |
مقاله انگلیسی |