Abstract: Disclosed herein are methods and systems for automatic labeling of image data for machine learning training purposes. A method comprises retrieving navigation data and image data from a set of egos navigating through an environment comprising at least one feature; generating a three-dimensional (3D) model of the environment using the navigation data and image data of at least a subset of the set of egos, the 3D model comprising a virtual representation of the at least one feature of the environment; identifying a machine learning label associated with the at least one feature within the image data; receiving second navigation data and second image data from a second ego not included within the set of egos, the second ego navigating the environment, the second image data including the at least one feature; automatically generating a machine learning label for the at least one feature depicted within the second image data.

Abstract: Technology for guiding a user to collect clinically usable ultrasound images is described. In some embodiments, an ultrasound device may automatically change the elevational steering angle of its ultrasound beam (e.g., using beamforming) in order to collect ultrasound data from different imaging planes within the subject. A processing device in operative communication with the ultrasound device may select one of the collected ultrasound images based on its quality (e.g., select the ultrasound image having the highest quality), and then continue to collect ultrasound images using the elevational steering angle at which the selected ultrasound image was collected.

Abstract: Technology for guiding a user to collect clinically usable ultrasound images is described. In some embodiments, an ultrasound device may automatically change the elevational steering angle of its ultrasound beam (e.g., using beamforming) in order to collect ultrasound data from different imaging planes within the subject. A processing device in operative communication with the ultrasound device may select one of the collected ultrasound images based on its quality (e.g., select the ultrasound image having the highest quality), and then continue to collect ultrasound images using the elevational steering angle at which the selected ultrasound image was collected.

Abstract: Technology for guiding a user to collect clinically usable ultrasound images is described. In some embodiments, an ultrasound device may automatically change the elevational steering angle of its ultrasound beam (e.g., using beamforming) in order to collect ultrasound data from different imaging planes within the subject. A processing device in operative communication with the ultrasound device may select one of the collected ultrasound images based on its quality (e.g., select the ultrasound image having the highest quality), and then continue to collect ultrasound images using the elevational steering angle at which the selected ultrasound image was collected.

Abstract: Aspects of the present application provide methods and apparatus for directing operation of an ultrasound device. Some aspects provide various instructions to a user of the ultrasound device, automatically detect when the user has completed a step based on ultrasound images collected by the ultrasound device, and automatically transitioning to providing an instruction for a following step. The instructions may relate to positioning of the ultrasound device and application of an ultrasound coupling medium, in some embodiments.