相关实验视频
Updated: Jun 16, 2025

10:53
A Novel Application of Musculoskeletal Ultrasound Imaging
Published on: September 17, 2013
24.1K
肌肉骨应用中的人工智能:放射科医生的入门教程
Michelle W Tong1,2,3, Jiamin Zhou4, Zehra Akkaya1,5
1University of California San Francisco, Department of Radiology and Biomedical Imaging, San Francisco, USA.
Diagnostic and interventional radiology (Ankara, Turkey)
|August 19, 2024
概括
人工智能 (AI),包括机器学习和深度学习,为放射科医生解释. 本书介绍了肌肉骨放射学中的AI算法,实践和挑战.
科学领域:
- 放射学 放射学是一门学科.
- 人工智能的人工智能
- 机器学习 机器学习
- 深度学习 (Deep Learning) 是一种深度学习.
背景情况:
- 人工智能 (AI) 是一个不断发展的领域,在医学成像中应用越来越多.
- 了解人工智能,机器学习 (ML) 和深度学习 (DL) 对现代医学实践至关重要.
研究的目的:
- 为放射科医生提供AI,ML和DL的基础理解.
- 审查常用于肌肉骨放射学的算法.
- 讨论这个子专业内人工智能实施的实际考虑和挑战.
主要方法:
- 对AI,ML和DL概念的审查.
- 在肌肉骨放射学中对AI应用的文献综述.
- 讨论常见的AI算法及其用例.
主要成果:
- 人工智能包括ML和DL,它们利用算法进行图像分析和解释.
- 特定的算法与肌肉骨放射学有关,有助于诸如骨折检测和疾病分类等任务.
- 确定了关键实践和潜在问题,如数据偏差和可解释性.
结论:
- 放射科医生需要了解AI的基本原理,以利用其在肌肉骨成像中的潜力.
- 熟悉人工智能算法及其应用可以提高诊断准确性和效率.
- 解决实际挑战对于成功将AI整合到临床放射学中至关重要.
相关概念视频
Magnetic Resonance Imaging
5.0K
Magnetic resonance imaging (MRI) is a noninvasive medical imaging technique based on a phenomenon of nuclear physics discovered in the 1930s, in which matter exposed to magnetic fields and radio waves was found to emit radio signals. In 1970, a physician and researcher named Raymond Damadian noticed that malignant (cancerous) tissue gave off different signals than normal body tissue. He applied for a patent for the first MRI scanning device in clinical use by the early 1980s. The early MRI...
5.0K
Ultrasonography
4.4K
Ultrasonography is an imaging technique that uses high-frequency sound waves to visualize the body's internal structures. It is a non-invasive and safe procedure that does not involve the use of ionizing radiation, making it widely used in various medical fields. Ultrasonography is used to study heart function, blood flow in the neck or extremities, certain conditions such as gallbladder disease, and fetal growth and development.
During an ultrasonography procedure, a handheld device called...
During an ultrasonography procedure, a handheld device called...
4.4K
Imaging Studies I: CT and MRI
208
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:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
208

