Revealing Unforeseen Diagnostic Image Features With Deep Learning by Detecting Cardiovascular Diseases From Apical 4‐Chamber Ultrasounds
LH Cheng, PBJ Bosch, RFH Hofman… - Journal of the …, 2022 - Am Heart Assoc
Background With the increase of highly portable, wireless, and low‐cost ultrasound devices
and automatic ultrasound acquisition techniques, an automated interpretation method
requiring only a limited set of views as input could make preliminary cardiovascular disease
diagnoses more accessible. In this study, we developed a deep learning method for
automated detection of impaired left ventricular (LV) function and aortic valve (AV)
regurgitation from apical 4‐chamber ultrasound cineloops and investigated which …
and automatic ultrasound acquisition techniques, an automated interpretation method
requiring only a limited set of views as input could make preliminary cardiovascular disease
diagnoses more accessible. In this study, we developed a deep learning method for
automated detection of impaired left ventricular (LV) function and aortic valve (AV)
regurgitation from apical 4‐chamber ultrasound cineloops and investigated which …
Revealing unforeseen diagnostic image features with deep learning by detecting cardiovascular diseases from apical four-chamber ultrasounds
LH Cheng, PBJ Bosch, RFH Hofman… - arXiv preprint arXiv …, 2021 - arxiv.org
Background. With the rise of highly portable, wireless, and low-cost ultrasound devices and
automatic ultrasound acquisition techniques, an automated interpretation method requiring
only a limited set of views as input could make preliminary cardiovascular disease
diagnoses more accessible. In this study, we developed a deep learning (DL) method for
automated detection of impaired left ventricular (LV) function and aortic valve (AV)
regurgitation from apical four-chamber (A4C) ultrasound cineloops and investigated which …
automatic ultrasound acquisition techniques, an automated interpretation method requiring
only a limited set of views as input could make preliminary cardiovascular disease
diagnoses more accessible. In this study, we developed a deep learning (DL) method for
automated detection of impaired left ventricular (LV) function and aortic valve (AV)
regurgitation from apical four-chamber (A4C) ultrasound cineloops and investigated which …
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