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The accurate classification of white blood cells and related blood components is crucial for medical diagnoses. While traditional manual examinations and automated hematology analyzers have been widely used, they are often slow and prone to…

Image and Video Processing · Electrical Eng. & Systems 2024-07-02 Alexander Kim , Ryan Kim

Leukemia, a severe form of blood cancer, claims thousands of lives each year. This study focuses on the detection of Acute Lymphoblastic Leukemia (ALL) using advanced image processing and deep learning techniques. By leveraging recent…

Computer Vision and Pattern Recognition · Computer Science 2025-01-14 Alaa Awad , Salah A. Aly

Thousands of individuals succumb annually to leukemia alone. As artificial intelligence-driven technologies continue to evolve and advance, the question of their applicability and reliability remains unresolved. This study aims to utilize…

Image and Video Processing · Electrical Eng. & Systems 2025-02-17 Alaa Awad , Salah A. Aly

Blood cell detection in microscopic images is an essential branch of medical image processing research. Since disease detection based on manual checking of blood cells is time-consuming and full of errors, testing of blood cells using…

Computer Vision and Pattern Recognition · Computer Science 2021-08-30 Fanxin Xu , Xiangkui Li , Hang Yang , Yali Wang , Wei Xiang

Digital pathology has recently been revolutionized by advancements in artificial intelligence, deep learning, and high-performance computing. With its advanced tools, digital pathology can help improve and speed up the diagnostic process,…

Image and Video Processing · Electrical Eng. & Systems 2024-03-28 Mohamed Elmanna , Ahmed Elsafty , Yomna Ahmed , Muhammad Rushdi , Ahmed Morsy

Machine learning has endless applications in the health care industry. White blood cell classification is one of the interesting and promising area of research. The classification of the white blood cells plays an important part in the…

Computer Vision and Pattern Recognition · Computer Science 2021-12-14 Nalla Praveen , Narinder Singh Punn , Sanjay Kumar Sonbhadra , Sonali Agarwal , M. Syafrullah , Krisna Adiyarta

Complete blood cell detection holds significant value in clinical diagnostics. Conventional manual microscopy methods suffer from time inefficiency and diagnostic inaccuracies. Existing automated detection approaches remain constrained by…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Guohua Wu , Shengqi Chen , Pengchao Deng , Wenting Yu

Blood cell classification and counting are vital for the diagnosis of various blood-related diseases, such as anemia, leukemia, and thrombocytopenia. The manual process of blood cell classification and counting is time-consuming, prone to…

Image and Video Processing · Electrical Eng. & Systems 2024-05-27 Sohag Kumar Mondal , Md. Simul Hasan Talukder , Mohammad Aljaidi , Rejwan Bin Sulaiman , Md Mohiuddin Sarker Tushar , Amjad A Alsuwaylimi

Identifying and characterizing the patient's blood samples is indispensable in diagnostics of malignance suspicious. A painstaking and sometimes subjective task is used in laboratories to manually classify white blood cells. Neural…

Image and Video Processing · Electrical Eng. & Systems 2020-10-23 Daouda Diouf , Djibril Seck , Mountaga Diop , Abdoulye Ba

This study explores a comprehensive approach to obstacle detection using advanced YOLO models, specifically YOLOv8, YOLOv7, YOLOv6, and YOLOv5. Leveraging deep learning techniques, the research focuses on the performance comparison of these…

Computer Vision and Pattern Recognition · Computer Science 2024-10-15 Santiago Pérez , Camila Gómez , Matías Rodríguez

Machine learning (ML) and deep learning (DL) models have been employed to significantly improve analyses of medical imagery, with these approaches used to enhance the accuracy of prediction and classification. Model predictions and…

Image and Video Processing · Electrical Eng. & Systems 2023-08-22 Rabia Asghar , Sanjay Kumar , Paul Hynds , Arslan Shaukat

As mobile computing technology rapidly evolves, deploying efficient object detection algorithms on mobile devices emerges as a pivotal research area in computer vision. This study zeroes in on optimizing the YOLOv7 algorithm to boost its…

Computer Vision and Pattern Recognition · Computer Science 2024-03-05 Wenkai Gong

Manual peripheral blood smear (PBS) analysis is labor intensive and subjective. While deep learning offers a promising alternative, a systematic evaluation of state of the art models such as YOLOv11 for fine grained PBS detection is still…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Mohamad Abou Ali , Mariam Abdulfattah , Baraah Al Hussein , Fadi Dornaika , Ali Cherry , Mohamad Hajj-Hassan , Lara Hamawy

Acute Myeloid Leukemia (AML) is one of the most life-threatening type of blood cancers, and its accurate classification is considered and remains a challenging task due to the visual similarity between various cell types. This study…

Computer Vision and Pattern Recognition · Computer Science 2026-04-20 Enas E. Ahmed , Salah A. Aly , Mayar Moner

For a long time, bone marrow cell morphology examination has been an essential tool for diagnosing blood diseases. However, it is still mainly dependent on the subjective diagnosis of experienced doctors, and there is no objective…

Computer Vision and Pattern Recognition · Computer Science 2021-10-26 Dehao Huang , Jintao Cheng , Rui Fan , Zhihao Su , Qiongxiong Ma , Jie Li

Automated in-vitro cell detection and counting have been a key theme for artificial and intelligent biological analysis such as biopsy, drug analysis and decease diagnosis. Along with the rapid development of microfluidics and lab-on-chip…

Computer Vision and Pattern Recognition · Computer Science 2020-01-08 Tiancheng Xia , Richard Jiang , YongQing Fu , Nanlin Jin

A mutation in the DNA of a single cell that compromises its function initiates leukemia,leading to the overproduction of immature white blood cells that encroach upon the space required for the generation of healthy blood cells.Leukemia is…

Computer Vision and Pattern Recognition · Computer Science 2025-01-27 Md. Abu Ahnaf Mollick , Md. Mahfujur Rahman , D. M. Asadujjaman , Abdullah Tamim , Nosin Anjum Dristi , Md. Takbir Hossen

Hematological disorders, which involve a variety of malignant conditions and genetic diseases affecting blood formation, present significant diagnostic challenges. One such major challenge in clinical settings is differentiating…

Image and Video Processing · Electrical Eng. & Systems 2024-11-27 Buddhadev Goswami , Adithya B. Somaraj , Prantar Chakrabarti , Ravindra Gudi , Nirmal Punjabi

This study evaluates the effectiveness of deep learning models in classifying histopathological images for early and accurate detection of breast cancer. Eight advanced models, including ResNet-50, DenseNet-121, ResNeXt-50, Vision…

Image and Video Processing · Electrical Eng. & Systems 2025-05-09 Sania Eskandari , Ali Eslamian , Nusrat Munia , Amjad Alqarni , Qiang Cheng

The application of machine learning techniques to the medical domain is especially challenging due to the required level of precision and the incurrence of huge risks of minute errors. Employing these techniques to a more complex subdomain…

Computer Vision and Pattern Recognition · Computer Science 2021-10-19 Ekta Gavas , Kaustubh Olpadkar
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