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相关论文: Acute Lymphoblastic Leukemia Detection Using Hyper…

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The field of neural networks has seen significant advances in recent years with the development of deep and convolutional neural networks. Although many of the current works address real-valued models, recent studies reveal that neural…

计算机视觉与模式识别 · 计算机科学 2021-12-14 Marco Aurélio Granero , Cristhian Xavier Hernández , Marcos Eduardo Valle

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

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

Acute lymphoblastic leukaemia (ALL) is a blood malignancy that mainly affects adults and children. This study looks into the use of deep learning, specifically Convolutional Neural Networks (CNNs), for the detection and classification of…

图像与视频处理 · 电气工程与系统科学 2024-09-11 Sabit Ahamed Preanto , Md. Taimur Ahad , Yousuf Rayhan Emon , Sumaya Mustofa , Md Alamin

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) 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 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

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

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

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

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

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

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

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

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

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

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

EfficientNet models are convolutional neural networks optimized for parameter allocation by jointly balancing network width, depth, and resolution. Renowned for their exceptional accuracy, these models have become a standard for image…

图像与视频处理 · 电气工程与系统科学 2025-05-12 Guilherme Vieira Neto , Marcos Eduardo Valle

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

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…

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