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Human immune system contains white blood cells (WBC) that are good indicator of many diseases like bacterial infections, AIDS, cancer, spleen, etc. White blood cells have been sub classified into four types: monocytes, lymphocytes,…

图像与视频处理 · 电气工程与系统科学 2024-10-15 Rabia Asghar , Arslan Shaukat , Usman Akram , Rimsha Tariq

Recognizing the types of white blood cells (WBCs) in microscopic images of human blood smears is a fundamental task in the fields of pathology and hematology. Although previous studies have made significant contributions to the development…

图像与视频处理 · 电气工程与系统科学 2023-05-22 Satoshi Tsutsui , Zhengyang Su , Bihan Wen

White blood cells (WBC) are important parts of our immune system, and they protect our body against infections by eliminating viruses, bacteria, parasites and fungi. The number of WBC types and the total number of WBCs provide important…

计算机视觉与模式识别 · 计算机科学 2026-03-05 Sibasish Dhibar

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…

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…

图像与视频处理 · 电气工程与系统科学 2023-08-22 Rabia Asghar , Sanjay Kumar , Paul Hynds , Arslan Shaukat

This paper proposes a novel automatic classification framework for the recognition of five types of white blood cells. Segmenting complete white blood cells from blood smears images and extracting advantageous features from them remain…

计算机视觉与模式识别 · 计算机科学 2020-09-07 Na Dong , Meng-die Zhai , Jian-fang Chang , Chun-ho Wu

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…

图像与视频处理 · 电气工程与系统科学 2024-07-02 Alexander Kim , Ryan Kim

Diagnosis of hematological malignancies depends on accurate identification of white blood cells in peripheral blood smears. Deep learning techniques are emerging as a viable solution to scale and optimize this process by automatic cell…

计算机视觉与模式识别 · 计算机科学 2024-08-01 Michael Deutges , Ario Sadafi , Nassir Navab , Carsten Marr

White blood cell (WBC) classification is fundamental for hematology applications such as infection assessment, leukemia screening, and treatment monitoring. However, real-world WBC datasets present substantial appearance variations caused…

计算机视觉与模式识别 · 计算机科学 2026-03-03 Luu Le , Hoang-Loc Cao , Ha-Hieu Pham , Thanh-Huy Nguyen , Ulas Bagci

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…

图像与视频处理 · 电气工程与系统科学 2020-10-23 Daouda Diouf , Djibril Seck , Mountaga Diop , Abdoulye Ba

Human blood primarily comprises plasma, red blood cells, white blood cells, and platelets. It plays a vital role in transporting nutrients to different organs, where it stores essential health-related data about the human body. Blood cells…

图像与视频处理 · 电气工程与系统科学 2024-10-08 Rabia Asghar , Sanjay Kumar , Paul Hynds , Abeera Mahfooz

The automatic detection of White Blood Cells (WBC) still remains as an unsolved issue in medical imaging. The analysis of WBC images has engaged researchers from fields of medicine and computer vision alike. Since WBC can be approximated by…

计算机视觉与模式识别 · 计算机科学 2014-06-30 Erik Cuevas , Margarita Diaz , Miguel Manzanares , Daniel Zaldivar , Marco Perez

The microscopic examination of white blood cells (WBCs) plays a fundamental role in pathology and is essential for diagnosing blood disorders such as leukemia and anemia. To support further research on WBC images, multiple datasets have…

计算机视觉与模式识别 · 计算机科学 2026-05-20 Satoshi Tsutsui , Winnie Pang , Shuting He , Bihan Wen

creating automated processes in different areas of medical science with the application of engineering tools is a highly growing field over recent decades. In this context, many medical image processing and analyzing researchers use…

计算机视觉与模式识别 · 计算机科学 2019-07-17 Hamed Talebi , Amin Ranjbar , Alireza Davoudi , Hamed Gholami , Mohammad Bagher Menhaj

Recently, a lot of automated white blood cells (WBC) or leukocyte classification techniques have been developed. However, all of these methods only utilize a single modality microscopic image i.e. either blood smear or fluorescence based,…

图像与视频处理 · 电气工程与系统科学 2022-08-18 Litao Yang , Deval Mehta , Dwarikanath Mahapatra , Zongyuan Ge

The examination of blood samples at a microscopic level plays a fundamental role in clinical diagnostics, influencing a wide range of medical conditions. For instance, an in-depth study of White Blood Cells (WBCs), a crucial component of…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Satoshi Tsutsui , Winnie Pang , Bihan Wen

Leukemia (blood cancer) is an unusual spread of White Blood Cells or Leukocytes (WBCs) in the bone marrow and blood. Pathologists can diagnose leukemia by looking at a person's blood sample under a microscope. They identify and categorize…

计算机视觉与模式识别 · 计算机科学 2023-03-13 Mohammad Zolfaghari , Hedieh Sajedi

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,…

图像与视频处理 · 电气工程与系统科学 2024-03-28 Mohamed Elmanna , Ahmed Elsafty , Yomna Ahmed , Muhammad Rushdi , Ahmed Morsy

The precise categorization of white blood cell (WBC) is crucial for diagnosing blood-related disorders. However, manual analysis in clinical settings is time-consuming, labor-intensive, and prone to errors. Numerous studies have employed…

计算机视觉与模式识别 · 计算机科学 2024-05-28 Yuzhuo Chen , Zetong Chen , Yunuo An , Chenyang Lu , Xu Qiao

White blood cells, also known as leukocytes are group of heterogeneously nucleated cells which act as salient immune system cells. These are originated in the bone marrow and are found in blood, plasma, and lymph tissues. Leukocytes kill…

图像与视频处理 · 电气工程与系统科学 2023-12-01 Shrijeet Biswas , Amartya Bhattacharya
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