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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

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

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

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…

Computer Vision and Pattern Recognition · Computer Science 2023-03-13 Mohammad Zolfaghari , Hedieh Sajedi

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

The complexities inherent to leukemia, multifaceted cancer affecting white blood cells, pose considerable diagnostic and treatment challenges, primarily due to reliance on laborious morphological analyses and expert judgment that are…

This research paper focuses on Acute Lymphoblastic Leukemia (ALL), a form of blood cancer prevalent in children and teenagers, characterized by the rapid proliferation of immature white blood cells (WBCs). These atypical cells can overwhelm…

Computer Vision and Pattern Recognition · Computer Science 2023-12-04 Wahidul Hasan Abir , Md. Fahim Uddin , Faria Rahman Khanam , Mohammad Monirujjaman Khan

Acute lymphoblastic leukemia (ALL) is the most malignant form of leukemia and the most common cancer in adults and children. Traditionally, leukemia is diagnosed by analyzing blood and bone marrow smears under a microscope, with additional…

Image and Video Processing · Electrical Eng. & Systems 2024-10-21 Maksuda Akter , Rabea Khatun , Md Manowarul Islam

Leukemia diagnosis primarily relies on manual microscopic analysis of bone marrow morphology supported by additional laboratory parameters, making it complex and time consuming. While artificial intelligence (AI) solutions have been…

Leukemia is a hematologic cancer which develops in blood tissue and triggers rapid production of immature and abnormal shaped white blood cells. Based on statistics it is found that the leukemia is one of the leading causes of death in men…

Computer Vision and Pattern Recognition · Computer Science 2018-03-28 Sachin Kumar , Sumita Mishra , Pallavi Asthana , Pragya

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

Acute Lymphoblastic Leukemia (ALL) is a blood cell cancer characterized by numerous immature lymphocytes. Even though automation in ALL prognosis is an essential aspect of cancer diagnosis, it is challenging due to the morphological…

Image and Video Processing · Electrical Eng. & Systems 2021-05-11 Chayan Mondal , Md. Kamrul Hasan , Md. Tasnim Jawad , Aishwariya Dutta , Md. Rabiul Islam , Md. Abdul Awal , Mohiuddin Ahmad

Although deep learning algorithms have been intensively developed for computer-aided tuberculosis diagnosis (CTD), they mainly depend on carefully annotated datasets, leading to much time and resource consumption. Weakly supervised learning…

Computer Vision and Pattern Recognition · Computer Science 2022-07-04 Chengwei Pan , Gangming Zhao , Junjie Fang , Baolian Qi , Jiaheng Liu , Chaowei Fang , Dingwen Zhang , Jinpeng Li , Yizhou Yu

Accurate morphological classification of white blood cells (WBCs) is an important step in the diagnosis of leukemia, a disease in which nonfunctional blast cells accumulate in the bone marrow. Recently, deep convolutional neural networks…

Computer Vision and Pattern Recognition · Computer Science 2023-04-19 Rao Muhammad Umer , Armin Gruber , Sayedali Shetab Boushehri , Christian Metak , Carsten Marr

Acute lymphoblastic leukemia (ALL) severity is determined by the presence and ratios of blast cells (abnormal white blood cells) in both bone marrow and peripheral blood. Manual diagnosis of this disease is a tedious and time-consuming…

Computer Vision and Pattern Recognition · Computer Science 2024-08-13 Amir Masoud Rahmani , Parisa Khoshvaght , Hamid Alinejad-Rokny , Samira Sadeghi , Parvaneh Asghari , Zohre Arabi , Mehdi Hosseinzadeh

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

Two major causes of death in the United States and worldwide are stroke and myocardial infarction. The underlying cause of both is thrombi released from ruptured or eroded unstable atherosclerotic plaques that occlude vessels in the heart…

Computer Vision and Pattern Recognition · Computer Science 2022-08-02 Nazanin Moradinasab , Yash Sharma , Laura S. Shankman , Gary K. Owens , Donald E. Brown

Gliomas are the most frequent primary brain tumors in adults. Glioma change detection aims at finding the relevant parts of the image that change over time. Although Deep Learning (DL) shows promising performances in similar change…

Computer Vision and Pattern Recognition · Computer Science 2023-01-27 Tommaso Di Noto , Meritxell Bach Cuadra , Chirine Atat , Eduardo Gamito Teiga , Monika Hegi , Andreas Hottinger , Patric Hagmann , Jonas Richiardi

Acute lymphoblastic leukemia (ALL) is a form of blood cancer that affects the white blood cells. ALL constitutes approximately 25% of pediatric cancers. Early diagnosis and treatment of ALL are crucial for improving patient outcomes. The…

Image and Video Processing · Electrical Eng. & Systems 2024-07-16 Dimitris Papaioannou , Ioannis Christou , Nikos Anagnou , Aristotelis Chatziioannou
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