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SYSTEMS, METHODS AND DEVICE FOR SCREENING AND DIAGNOSIS OF CARDIOVASCULAR DISEASE

Application US20260080531A1 Kind: A1 Mar 19, 2026

Inventors

Yanran Wang

Abstract

Disclosed are methods, systems, and a device for automated interpretation of cardiac magnetic resonance imaging. A method includes acquiring a sequence of radiographic images of a heart, including at least one of: a cine MRI, a late gadolinium enhancement, a T1 mapping, a T2 mapping, a perfusion imaging, a flow quantification, a dark blood imaging, a real-time imaging, a magnetic resonance spectroscopy, or a parametric mapping sequence. Further, the method processes the sequence of radiographic images using one or more machine learning models. Additionally, the method generates a diagnostic prediction using the machine learning models. The diagnostic prediction is a screening prediction of a cardiac anatomy, a diagnostic suggestion of a cardiovascular condition, a quantitative assessment of a cardiac function parameter, a structured radiographic report, a natural language summary, or a diagnostic rationale. A diagnostic prediction is output to an electronic system.

CPC Classifications

G06T 7/0012 A61B 5/0044 A61B 5/055 A61B 5/7264 A61B 5/7275 G06V 10/764 G06V 10/82 G16H 50/20 G06T 2207/10016 G06T 2207/10088 G06T 2207/10116 G06T 2207/20081 G06T 2207/20084 G06T 2207/30048 G06T 2207/30096 G06T 2207/30101 G06V 2201/031

Filing Date

2025-05-09

Application No.

19204333