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Updated: Mar 7, 2026

Identifying Coronary Artery Calcification on Non-gated Computed Tomography Scans
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Identifying Coronary Artery Calcification on Non-gated Computed Tomography Scans

Published on: August 28, 2018

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可靠的深度学习用于冠状动脉疾病检测:一个患者级,统计验证的MRI研究

Christiana Raluca Dănciulescu1, Constantin Renato Ivănescu, Daniel Robert Stănescu

  • 1Doctoral School, University of Medicine and Pharmacy of Craiova, Romania; daniel.stanescu@umfcv.ro.

Romanian journal of morphology and embryology = Revue roumaine de morphologie et embryologie
|March 5, 2026
PubMed
概括

ResNet50在使用心脏磁共振 (CMR) 影像检测冠状动脉疾病 (CAD) 方面表现出卓越的性能. 这种深度学习模型为自动CAD分类提供了统计验证和可靠的解决方案.

关键词:
心脏磁力共振成像 (MRI)冠状动脉疾病是一种冠状动脉疾病.深度学习是一种深度学习.在患者层面进行评估.统计验证的统计验证.

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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,...
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Coronary Artery Disease (CAD): An Overview with Scientific InsightsCoronary Artery Disease (CAD), often referred to as C-A-D, is a prevalent blood vessel disorder classified under the broader category of atherosclerosis. Atherosclerosis is a pathological process characterized by the hardening and narrowing of arteries due to the accumulation of atherosclerotic plaques. These plaques are composed of cholesterol, fatty substances, inflammatory cells, calcium, and fibrin, reducing blood flow to...
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Coronary Artery Disease (CAD) originates from a series of events that impair the function of coronary arteries, the blood vessels responsible for delivering oxygen-rich blood to the heart muscle. The pathophysiology of CAD is closely linked to atherosclerosis, a chronic inflammatory and lipid-driven condition affecting the vascular endothelium.1. Endothelial DamageThe process begins with damage to the vascular endothelium, which serves as a protective barrier between the blood and the vessel...
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The most common cardiovascular diagnostic test is an X-ray. It produces images of the heart, blood vessels, and adjacent structures.
Definition and Purpose
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