Abstract: Provided are methods for labeling ultrasound data. The method may include training a convolutional neural network (CNN) based on ultrasound data. The ultrasound data may include ultrasonic waveform data (e.g., radio frequency (RF) waveform data). An RF input of each downsampling layer of a plurality of downsampling layers in the CNN may be downsampled. The RF input may include RF waveform data for an ultrasound. Tissues in the ultrasound may be segmented based on an output of the CNN. A system is also disclosed.

Abstract: Apparatuses, methods and systems to enable display of media content, the apparatus includes: a remote control device; a button pad with a set of buttons for controlling a media player device wherein the set of buttons comprises at least a plurality of buttons to navigate an user interface on a display device, and to display streaming media content on the display device wherein the button pad is part of the remote control device, the button pad further includes: a first set of buttons ordinarily designated to navigate the user interface; and a second set of buttons ordinarily designated to play streaming media content wherein the second set of buttons further configured for use to navigate the user interface with the first set of buttons.

Abstract: Apparatuses, methods and systems to enable display of media content, the apparatus includes: a remote control device; a button pad with a set of buttons for controlling a media player device wherein the set of buttons comprises at least a plurality of buttons to navigate an user interface on a display device, and to display streaming media content on the display device wherein the button pad is part of the remote control device, the button pad further includes: a first set of buttons ordinarily designated to navigate the user interface; and a second set of buttons ordinarily designated to play streaming media content wherein the second set of buttons further configured for use to navigate the user interface with the first set of buttons.