Automated Maternal and Prenatal Health Diagnostics from Ultrasound Blind Sweep Video Sequences

    公开(公告)号:US20220354466A1

    公开(公告)日:2022-11-10

    申请号:US17763120

    申请日:2020-07-08

    Applicant: Google LLC

    Abstract: A system is described for generating diagnostic information from a video sequence of ultrasound images acquired in “blind sweeps”, i.e., without operator seeing ultrasound images as they are acquired. We disclose two different types of machine learning systems for predicting diagnostic information: a “Temporal Accumulation” system and a “3-D Modeling Component” system. These machine learning systems could be implemented in several possible ways: using just one or the other of them in any given implementation, or using both of them in combination. We also disclose a computing system which implements (a) an image selection system including at least one machine learning model trained to identify clinically suitable images from the sequence of ultrasound images and (b) an image diagnosis/measurement system including of one or more machine learning models, configured to obtain the clinically suitable images identified by the image selection system and further process such images to predict health states.

    Instrumented Ultrasound Probes For Machine-Learning Generated Real-Time Sonographer Feedback

    公开(公告)号:US20220000448A1

    公开(公告)日:2022-01-06

    申请号:US17291951

    申请日:2019-10-15

    Applicant: Google LLC

    Abstract: A system is described for conducting an ultrasound scan on a human subject. The system includes an ultrasound probe generating ultrasound image data and provisioned with one or more position sensors generating real time position and orientation data as to the position of the ultrasound probe and orientation in three-dimensional space during use of the probe; one or more machine learning models trained to correlate ultrasound images with probe position and orientation, wherein the one or more machine learning models receive images generated from the ultrasound probe; a feedback generator generating feedback data based on the current probe position determined by the position sensors; and a feedback display receiving the feedback data providing real-time suggestions to the user of the ultrasound probe for adjusting the probe position, orientation, pressure and/or other parameters of the ultrasound probe to improve the quality of the images generated from the ultrasound probe.

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