类风湿性关节炎的医学成像:对深度学习方法的审查
Apoorva Parashar1, Rahul Rishi1, Anubha Parashar2
1Department of Computer Science and Engineering, Maharshi Dayanand University, Rohtak, India.
Open life sciences
|July 10, 2023
概括
深度学习方法在检测类风湿性关节炎 (RA) 中显示出前途,使用X射线和MRI等医疗图像. 通过人工智能的早期检测可以帮助管理这种常见的关节疾病.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 类风湿病学 类风湿病学
背景情况:
- 关节炎是一种普遍的肌肉骨疾病,影响全球数百万人.
- 骨关节炎 (OA) 和类风湿性关节炎 (RA) 是最常见的形式,以疼痛,硬和炎症为特征.
- 未经治疗的关节炎会导致严重的不运动,这凸显了需要有效的管理策略的需要.
研究的目的:
- 审查用于检测类风湿性关节炎 (RA) 的深度学习方法.
- 探索医学成像,特别是X射线和磁共振成像 (MRI) 的使用,作为AI驱动的RA检测的输入.
主要方法:
- 专注于应用到医疗成像数据上的深度学习算法.
- 使用X射线和MRI扫描作为分析的主要数据来源.
- 审查关于基于人工智能的RA诊断工具的现有文献.
主要成果:
- 深度学习模型展示了从医学图像中识别RA的潜力.
- 人工智能对X射线和MRI的分析可以帮助早期和准确的RA诊断.
- 这种方法为现有的临床诊断技术提供了一种补充方法.
结论:
- 对医学成像应用的深度学习为检测类风湿性关节炎提供了一种可行的方法.
- 人工智能驱动的诊断工具可以增强RA的管理.
- 这一领域的进一步研究可能会导致改善关节炎患者的治疗结果.
相关概念视频
Imaging Studies for Cardiovascular System IV: CMRI
64
Cardiovascular magnetic resonance imaging, or CMRI, is a non-invasive diagnostic test that employs a magnetic field and radiofrequency waves to create precise images of the heart and arteries. It provides comprehensive information about cardiac anatomy, function, perfusion, and tissue characterization without ionizing radiation.IndicationsCMRI diagnoses various heart conditions, including tissue damage from heart attacks, ischemic heart disease, myocarditis, aortic issues (tears, aneurysms,...
64
Magnetic Resonance Imaging
5.2K
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...
5.2K
Imaging Studies VII: Vascular Imaging
32
DefinitionRenal angiography, also known as renal arteriography, is an imaging technique used to obtain a comprehensive view of blood flow and the vascular structure of blood vessels in the kidneys and surrounding areas.PurposeRenal angiography detects blood vessel abnormalities in the kidneys, such as aneurysms, stenosis, thrombosis, vascular tumors, and renal artery stenosis. It evaluates kidney function and guides interventional treatments like angioplasty or stent placement.Pre-Procedure...
32
Ultrasonography
4.6K
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...
4.6K


