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三重内核封闭式基于注意力的多重实例学习与对比学习用于医学图像分析

Huafeng Hu1, Ruijie Ye2, Jeyan Thiyagalingam3

  • 1Department of Electrical and Electronic Engineering, University of Liverpool based at Xi'an Jiaotong-Liverpool University, Suzhou, 215123 Jiangsu China.

Applied intelligence (Dordrecht, Netherlands)
|June 26, 2023
PubMed
概括

我们开发了一种新的深度多重实例学习 (MIL) 模型,用于医学图像分析. 这种方法提高了分类的准确性,并为各种疾病模型提供了解释性的见解.

关键词:
深度学习是一种深度学习.医疗图像分析 医学图像分析多个实例的学习是多个实例的学习.

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Imaging Studies I: CT and MRI01:14

Imaging Studies I: CT and MRI

Introduction: MRI and CT scans are crucial advancements in medical imaging techniques, playing a vital role in diagnosing conditions related to the gastrointestinal (GI) system. Each scan serves distinct purposes, targets specific areas, and requires unique nursing duties.
Description of the Procedures
Computed Tomography (CT) scan:
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Imaging Studies II: Positron Emission Tomography and Scintigraphy01:25

Imaging Studies II: Positron Emission Tomography and Scintigraphy

Positron Emission Tomography (PET) is a medical imaging technique that provides crucial insights into the body's physiological functions at a molecular level. It is an indispensable resource for diagnosing, staging, and monitoring various illnesses, notably cancer, neurological disorders, and cardiovascular conditions.
Fundamental Principles of PET
Imaging Studies III: Computed Tomography01:27

Imaging Studies III: Computed Tomography

DefinitionComputed Tomography (CT) of the genitourinary (GU) tract is a non-invasive imaging modality that utilizes X-rays and computer processing to generate detailed cross-sectional images of the urinary system, encompassing the kidneys, ureters, bladder, and adjacent structures such as the adrenal glands.PurposeCT scans of the GU tract serve several diagnostic and therapeutic purposes, including:Diagnosis of Urinary Tract Diseases: Detects kidney stones, tumors, cysts, and congenital...
Imaging Studies IV: Magnetic Resonance Imaging01:27

Imaging Studies IV: Magnetic Resonance Imaging

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