English
Related papers

Related papers: High Accuracy Classification of White Blood Cells …

200 papers

Automated red blood cell (RBC) classification on blood smear images helps hematologists to analyze RBC lab results in a reduced time and cost. However, overlapping cells can cause incorrect predicted results, and so they have to be…

Image and Video Processing · Electrical Eng. & Systems 2024-10-30 Korranat Naruenatthanaset , Thanarat H. Chalidabhongse , Duangdao Palasuwan , Nantheera Anantrasirichai , Attakorn Palasuwan

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…

Computer Vision and Pattern Recognition · Computer Science 2026-05-20 Satoshi Tsutsui , Winnie Pang , Shuting He , 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…

Computer Vision and Pattern Recognition · Computer Science 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…

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

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

Automated white blood cell (WBC) classification is essential for scalable leukaemia screening. However, real-world deployment is challenged by domain shifts caused by staining protocols, scanner characteristics, and inter-laboratory…

Computer Vision and Pattern Recognition · Computer Science 2026-04-28 Ruyi Dai , Tingkwong Ng , Hao Chen

Effectively determining malaria parasitemia is a critical aspect in assisting clinicians to accurately determine the severity of the disease and provide quality treatment. Microscopy applied to thick smear blood smears is the de facto…

Image and Video Processing · Electrical Eng. & Systems 2020-12-04 Rose Nakasi , Aminah Zawedde , Ernest Mwebaze , Jeremy Francis Tusubira , Gilbert Maiga

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

Accurate segmentation and classification of white blood cells (WBCs) in microscopic images are essential for diagnosis and monitoring of many hematological disorders, yet remain challenging due to staining variability, complex backgrounds,…

Computer Vision and Pattern Recognition · Computer Science 2025-10-21 Mehdi Zekriyapanah Gashti , Mostafa Mohammadpour , Ghasem Farjamnia

White blood cells (WBCs) play a crucial role in safeguarding the human body against pathogens and foreign substances. Leveraging the abundance of WBC imaging data and the power of deep learning algorithms, automated WBC analysis has the…

Image and Video Processing · Electrical Eng. & Systems 2023-10-23 Aditya Shankar Pal , Debojyoti Biswas , Joy Mahapatra , Debasis Banerjee , Prantar Chakrabarti , Utpal Garain

The characterization of white blood cells (WBCs) is crucial for blood analyses and disease diagnoses. However, current standard techniques rely on cell labeling, a process which imposes significant limitations. Here we present…

Biological Physics · Physics 2015-05-12 Jonghee Yoon , Kyoohyun Kim , HyunJoo Park , Chulhee Choi , Seongsoo Jang , YongKeun Park

Accurate classification of blood cells plays a vital role in hematological analysis as it aids physicians in diagnosing various medical conditions. In this study, we present a novel approach for classifying blood cell images known as…

Computer Vision and Pattern Recognition · Computer Science 2024-08-14 Yongcheng Li , Lingcong Cai , Ying Lu , Yupeng Zhang , Jingyan Jiang , Genan Dai , Bowen Zhang , Jingzhou Cao , Xiangzhong Zhang , Xiaomao Fan

Earlier diagnosis of Leukemia can save thousands of lives annually. The prognosis of leukemia is challenging without the morphological information of White Blood Cells (WBC) and relies on the accessibility of expensive microscopes and the…

Image and Video Processing · Electrical Eng. & Systems 2024-05-20 Abdul Rehman , Talha Meraj , Aiman Mahmood Minhas , Ayisha Imran , Mohsen Ali , Waqas Sultani

Circulating blood cell clusters (CCCs) containing red blood cells (RBCs), white blood cells(WBCs), and platelets are significant biomarkers linked to conditions like thrombosis, infection, and inflammation. Flow cytometry, paired with…

Computer Vision and Pattern Recognition · Computer Science 2025-10-21 Suqiang Ma , Subhadeep Sengupta , Yao Lee , Beikang Gu , Xianyan Chen , Xianqiao Wang , Yang Liu , Mengjia Xu , Galit H. Frydman , He Li

Biomedical imaging and RNA sequencing with single-cell resolution improves our understanding of white blood cell diseases like leukemia. By combining morphological and transcriptomic data, we can gain insights into cellular functions and…

Computer Vision and Pattern Recognition · Computer Science 2024-08-26 Gizem Mert , Ario Sadafi , Raheleh Salehi , Nassir Navab , Carsten Marr

Prevention and early diagnosis of breast cancer (BC) is an essential prerequisite for the selection of proper treatment. The substantial pressure due to the increase of demand for faster and more precise diagnostic results drives for…

Image and Video Processing · Electrical Eng. & Systems 2021-06-29 Peter Bokor , Lukas Hudec , Ondrej Fabian , Wanda Benesova

Counting and classifying blood cells is an important diagnostic tool in medicine. Support Vector Machines are increasingly popular and efficient and could replace artificial neural network systems. Here a method to classify blood cells is…

Applications · Statistics 2008-12-15 Tobias Abenius

This paper features convolutional neural networks defined on hypercomplex algebras applied to classify lymphocytes in blood smear digital microscopic images. Such classification is helpful for the diagnosis of acute lymphoblast leukemia…

Computer Vision and Pattern Recognition · Computer Science 2024-01-05 Guilherme Vieira , Marcos Eduardo Valle

Identification of abnormalities in red blood cells (RBC) is key to diagnosing a range of medical conditions from anaemia to liver disease. Currently this is done manually, a time-consuming and subjective process. This paper presents an…

Computer Vision and Pattern Recognition · Computer Science 2021-06-02 Annika Wong , Nantheera Anantrasirichai , Thanarat H. Chalidabhongse , Duangdao Palasuwan , Attakorn Palasuwan , David Bull

White blood cells (WBCs) are the most diverse cell types observed in the healing process of injured skeletal muscles. In the course of healing, WBCs exhibit dynamic cellular response and undergo multiple protein expression changes. The…

Image and Video Processing · Electrical Eng. & Systems 2024-09-12 Yang Jiao , Hananeh Derakhshan , Barbara St. Pierre Schneider , Emma Regentova , Mei Yang