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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…

计算机视觉与模式识别 · 计算机科学 2024-08-13 Amir Masoud Rahmani , Parisa Khoshvaght , Hamid Alinejad-Rokny , Samira Sadeghi , Parvaneh Asghari , Zohre Arabi , Mehdi Hosseinzadeh

Acute lymphoblastic leukemia (ALL) is a prevalent hematological malignancy in both pediatric and adult populations. Early and accurate detection with precise subtyping is essential for guiding therapy. Conventional workflows are complex,…

计算机视觉与模式识别 · 计算机科学 2025-08-26 Md. Maruf , Md. Mahbubul Haque , Bishowjit Paul

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…

图像与视频处理 · 电气工程与系统科学 2025-02-17 Alaa Awad , Salah A. Aly

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…

图像与视频处理 · 电气工程与系统科学 2024-07-16 Dimitris Papaioannou , Ioannis Christou , Nikos Anagnou , Aristotelis Chatziioannou

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…

图像与视频处理 · 电气工程与系统科学 2024-10-21 Maksuda Akter , Rabea Khatun , Md Manowarul Islam

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…

图像与视频处理 · 电气工程与系统科学 2021-05-11 Chayan Mondal , Md. Kamrul Hasan , Md. Tasnim Jawad , Aishwariya Dutta , Md. Rabiul Islam , Md. Abdul Awal , Mohiuddin Ahmad

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…

计算机视觉与模式识别 · 计算机科学 2025-01-14 Alaa Awad , Salah A. Aly

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…

计算机视觉与模式识别 · 计算机科学 2024-01-05 Guilherme Vieira , Marcos Eduardo Valle

An estimated 300,000 new cases of leukemia are diagnosed each year which is 2.8 percent of all new cancer cases and the prevalence is rising day by day. The most dangerous and deadly type of leukemia is acute lymphoblastic leukemia (ALL),…

图像与视频处理 · 电气工程与系统科学 2022-08-22 Md. Taufiqul Haque Khan Tusar , Roban Khan Anik

Acute Lymphoblastic Leukemia (ALL) is one of the most common types of childhood blood cancer. The quick start of the treatment process is critical to saving the patient's life, and for this reason, early diagnosis of this disease is…

计算机视觉与模式识别 · 计算机科学 2025-03-07 Amirhossein Askari Farsangi , Ali Sharifi-Zarchi , Mohammad Hossein Rohban

We present a reproducible deep learning pipeline for leukemic cell classification, focusing on system architecture, experimental robustness, and software design choices for medical image analysis. Acute lymphoblastic leukemia (ALL) is the…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Douglas Costa Braga , Daniel Oliveira Dantas

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…

计算机视觉与模式识别 · 计算机科学 2025-01-27 Md. Abu Ahnaf Mollick , Md. Mahfujur Rahman , D. M. Asadujjaman , Abdullah Tamim , Nosin Anjum Dristi , Md. Takbir Hossen

Acute lymphoblastic leukemia (ALL) is a pervasive pediatric white blood cell cancer across the globe. With the popularity of convolutional neural networks (CNNs), computer-aided diagnosis of cancer has attracted considerable attention. Such…

计算机视觉与模式识别 · 计算机科学 2020-06-09 Shiv Gehlot , Anubha Gupta , Ritu Gupta

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…

计算机视觉与模式识别 · 计算机科学 2023-12-04 Wahidul Hasan Abir , Md. Fahim Uddin , Faria Rahman Khanam , Mohammad Monirujjaman Khan

The Internet of Things (IoT) is a concept by which objects find identity and can communicate with each other in a network. One of the applications of the IoT is in the field of medicine, which is called the Internet of Medical Things…

机器学习 · 计算机科学 2025-12-19 Shabnam Bagheri Marzijarani , Mohammad Zolfaghari , Hedieh Sajedi

Due to morphological similarity at the microscopic level, making an accurate and time-sensitive distinction between blood cells affected by Acute Lymphocytic Leukemia (ALL) and their healthy counterparts calls for the usage of machine…

计算机视觉与模式识别 · 计算机科学 2022-07-29 Sai Mattapalli , Rishi Athavale

Accurate classification of Acute Lymphoblastic Leukemia (ALL) from peripheral blood smear images is essential for early diagnosis and effective treatment planning. This study investigates the use of transfer learning with pretrained…

图像与视频处理 · 电气工程与系统科学 2025-08-12 Faisal Ahmed

Acute lymphoblastic leukemia (ALL) constitutes approximately 25% of the pediatric cancers. In general, the task of identifying immature leukemic blasts from normal cells under the microscope is challenging because morphologically the images…

计算机视觉与模式识别 · 计算机科学 2018-11-06 Simmi Mourya , Sonaal Kant , Pulkit Kumar , Anubha Gupta , Ritu Gupta

In this paper we discuss a new method for detecting leukemia in microscopic blood smear images using deep neural networks to diagnose leukemia early in blood. leukemia is considered one of the most dangerous mortality causes for a human…

图像与视频处理 · 电气工程与系统科学 2023-01-10 Abdelmageed Ahmed , Alaa Nagy , Ahmed Kamal , Daila Farghl

Examining blood microscopic images for leukemia is necessary when expensive equipment for flow cytometry is unavailable. Automated systems can ease the burden on medical experts for performing this examination and may be especially helpful…

计算机视觉与模式识别 · 计算机科学 2020-04-02 Jonas Prellberg , Oliver Kramer
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