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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…

Computer Vision and Pattern Recognition · Computer Science 2023-12-27 Satoshi Tsutsui , Winnie Pang , Bihan Wen

Leukemia is the 10th most frequently diagnosed cancer and one of the leading causes of cancer-related deaths worldwide. Realistic analysis of leukemia requires white blood cell (WBC) localization, classification, and morphological…

Computer Vision and Pattern Recognition · Computer Science 2025-08-12 Abdul Rehman , Talha Meraj , Aiman Mahmood Minhas , Ayisha Imran , Mohsen Ali , Waqas Sultani , Mubarak Shah

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

Computer-aided methods for analyzing white blood cells (WBC) have become widely popular due to the complexity of the manual process. Recent works have shown highly accurate segmentation and detection of white blood cells from microscopic…

Image and Video Processing · Electrical Eng. & Systems 2019-10-03 Changhun Jung , Mohammed Abuhamad , Jumabek Alikhanov , Aziz Mohaisen , Kyungja Han , DaeHun Nyang

We introduce AttriGen, a novel framework for automated, fine-grained multi-attribute annotation in computer vision, with a particular focus on cell microscopy where multi-attribute classification remains underrepresented compared to…

Computer Vision and Pattern Recognition · Computer Science 2025-10-01 Walid Houmaidi , Youssef Sabiri , Fatima Zahra Iguenfer , Amine Abouaomar

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 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…

Computer Vision and Pattern Recognition · Computer Science 2024-05-28 Yuzhuo Chen , Zetong Chen , Yunuo An , Chenyang Lu , Xu Qiao

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

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…

Image and Video Processing · Electrical Eng. & Systems 2023-12-01 Shrijeet Biswas , Amartya Bhattacharya

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…

Computer Vision and Pattern Recognition · Computer Science 2020-09-07 Na Dong , Meng-die Zhai , Jian-fang Chang , Chun-ho Wu

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…

Computer Vision and Pattern Recognition · Computer Science 2019-07-17 Hamed Talebi , Amin Ranjbar , Alireza Davoudi , Hamed Gholami , Mohammad Bagher Menhaj

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…

Image and Video Processing · Electrical Eng. & Systems 2023-05-22 Satoshi Tsutsui , Zhengyang Su , Bihan Wen

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,…

Image and Video Processing · Electrical Eng. & Systems 2024-10-15 Rabia Asghar , Arslan Shaukat , Usman Akram , Rimsha Tariq

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

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

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…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Luu Le , Hoang-Loc Cao , Ha-Hieu Pham , Thanh-Huy Nguyen , Ulas Bagci

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

The classification of white blood cells (WBCs) from peripheral blood smears is critical for the diagnosis of leukemia. However, automated approaches still struggle due to challenges including class imbalance, domain shift, and morphological…

Computer Vision and Pattern Recognition · Computer Science 2026-03-24 Antony Gitau , Martin Paulson , Bjørn-Jostein Singstad , Karl Thomas Hjelmervik , Ola Marius Lysaker , Veralia Gabriela Sanchez

Computer-based analysis of Wireless Capsule Endoscopy (WCE) is crucial. However, a medically annotated WCE dataset for training and evaluation of automatic classification, detection, and segmentation of bleeding and non-bleeding frames is…

Computer Vision and Pattern Recognition · Computer Science 2024-08-23 Palak Handa , Manas Dhir , Amirreza Mahbod , Florian Schwarzhans , Ramona Woitek , Nidhi Goel , Deepak Gunjan

We present TXL-PBC, a curated and re-annotated peripheral blood cell dataset constructed by integrating four publicly available resources: Blood Cell Count and Detection (BCCD), Blood Cell Detection Dataset (BCDD), Peripheral Blood Cells…

Computer Vision and Pattern Recognition · Computer Science 2025-06-19 Lu Gan , Xi Li , Xichun Wang
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