冠状动脉主导:冠状动脉主导分类的血管图数据集
Ivan Kruzhilov1,2, Gleb Mazanov3, Alexander Ponomarchuk4
1Applied mathematics and artificial intelligence, Moscow Power Engineering Institute, 14, Krasnokazarmennaya, Moscow, 111250, Russia. kruzhilovis@mpei.ru.
一个新数据集的1,574侵袭性冠状动脉血管图有助于冠状动脉主导分类,以评估冠状动脉疾病的严重程度. 该资源支持准确的SYNTAX评分估计和不确定性分析.
科学领域:
- 心脏病学 心脏病学
- 医疗成像医学成像
- 机器学习 机器学习
背景情况:
- 冠状动脉疾病 (CAD) 严重程度评估对于治疗计划至关重要.
- SYNTAX得分估计依赖于准确的冠状动脉主导分类.
- 现有的数据集可能缺乏多样性或强大的模型培训的特定分类.
研究的目的:
- 引入冠状动脉主导分类的综合数据集.
- 促进使用侵袭性冠状动脉血管图进行冠状动脉疾病严重程度评估的研究.
- 为了使准确的SYNTAX得分估计模型的开发.
主要方法:
- 编辑了1574项侵袭性冠状动脉血管造影研究的数据集.
- 研究是X射线多视图视频分类为右或左主导.
- 数据集包括三个部分:主要 (包括RCA封闭在内的5个类别),真实分布和域转移.
主要成果:
- 该数据集为1574项血管学研究提供了详细的分类.
- 包括正常,质量差,文物,高不确定性和右冠状动脉 (RCA) 堵塞等类别.
- 数据集结构为主要,实分布和域转移子集,用于各种测试.
结论:
- 这一数据集促进了冠状动脉主导分类研究.
- 它支持在SYNTAX得分估计和CAD严重程度评估中提高准确性.
- 多样化的子集促进了强大的模型评估和概括.
更多相关视频
06:18Intravascular Ultrasound Image-Based Finite Element Modeling Approach for Quantifying In Vivo Mechanical Properties of Human Coronary Artery
Published on: December 6, 2024
08:35Oxygenation-sensitive Cardiac MRI with Vasoactive Breathing Maneuvers for the Non-invasive Assessment of Coronary Microvascular Dysfunction
Published on: August 17, 2022
相关概念视频
Imaging Studies for Cardiovascular System I:Echocardiography
Indications: Echocardiography is utilized to diagnose heart failure, valve disorders, and myocardial infarction. It also assesses cardiac structures' size, shape, and motion,...
Radiological Investigation III: Pulmonary Angiogram and PET Scan
Pulmonary Angiogram
A Pulmonary Angiogram is an invasive procedure involving injecting a contrast medium through a catheter threaded into the pulmonary artery or the right side of the heart to visualize the pulmonary vasculature. Computed Tomography (CT) scans have mainly replaced this...
Imaging Studies for Cardiovascular System III: X-Ray
Definition and Purpose
An X-ray, or radiograph, is a non-invasive method that uses ionizing radiation to take images of internal structures. It is mainly used in cardiac imaging to examine the heart, lungs, and major blood vessels, aiming to identify abnormalities in the heart's size, shape, and position, such as heart failure, congenital defects, and vascular...
Imaging Studies for Cardiovascular System II:Types of Echocardiography
Types of Echocardiography
Transthoracic Echocardiography (TTE)
TTE is the most common type of echocardiogram which involves placing a transducer on the patient's chest, emitting sound waves to create heart images. TTE is invaluable for evaluating the heart's size, structure, and motion, making it particularly useful for...
Coronary Circulation
Coronary circulation begins at the base of the aorta, where two main arteries arise—the left and right coronary arteries. These arteries encircle the heart in the coronary sulcus and supply the...
Imaging Studies I: CT and MRI
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...
