Rheumatic heart disease detection from echocardiograms
AssigneeChildren's National Medical Center
InventorsMarius George LINGURARU, Pooneh ROSHANITABRIZI, Craig SABLE
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Abstract
A method for detecting rheumatic heart disease (RHD) based on at least an echocardiogram, the method including receiving echocardiogram data, extracting first frames corresponding to at least one echocardiogram view from the echocardiogram data, extracting second frames corresponding to ventricular systole from the first frames corresponding to the at least one echocardiogram view, and determining, via at least one machine learning model, an RHD risk score based on the second frames corresponding to ventricular systole.
Claims20
A method for detecting rheumatic heart disease (RHD) based on at least an echocardiogram, the method comprising:
- receiving, via processing circuitry, echocardiogram data;
- extracting, via the processing circuitry, first frames corresponding to at least one echocardiogram view from the echocardiogram data;
- extracting, via the processing circuitry, second frames corresponding to ventricular systole from the first frames corresponding to the at least one echocardiogram view;
- and
- determining, via at least one machine learning model executed by the processing circuitry, an RHD risk score based on the second frames corresponding to ventricular systole.
A non-transitory computer-readable storage medium for storing computer-readable instructions that, when executed by a computer, cause the computer to perform a method for detecting rheumatic heart disease (RHD) based on at least an echocardiogram, the method comprising:
- receiving echocardiogram data;
- extracting first frames corresponding to at least one echocardiogram view from the echocardiogram data;
- extracting second frames corresponding to ventricular systole from the first frames corresponding to the at least one echocardiogram view;
- and
- determining, via at least one machine learning model, an RHD risk score based on the second frames corresponding to ventricular systole.
An apparatus for detecting rheumatic heart disease (RHD) based on at least an echocardiogram, comprising:
- processing circuitry configured to
- receive echocardiogram data,
- extract first frames corresponding to at least one echocardiogram view from the echocardiogram data,
- extract second frames corresponding to ventricular systole from the first frames corresponding to the at least one echocardiogram view, and
- determine, via at least one machine learning model, an RHD risk score based on the second frames corresponding to ventricular systole.
Dependencies are inferred from the claim text.