CPC G01S 7/52085 (2013.01) [G06N 3/08 (2013.01); G10K 11/34 (2013.01); G01S 15/8915 (2013.01)] | 20 Claims |
1. A method for adaptive beamforming of ultrasound signals, the method comprising the steps of:
a) receiving RF signals acquired by multiple ultrasound transducer elements in response to an ultrasound transmission;
b) performing time-of-flight correction on the received RF signals to generate time-aligned RF signals;
c) determining content-adaptive apodization weights for beamforming the RF signals by applying a trained artificial neural network to the time-aligned RF signals, wherein the trained artificial neural network takes the time-aligned RF signals as input and outputs the content-adaptive apodization weights; and
d) applying the content-adaptive apodization weights to the time-aligned RF signals to calculate a beamformed output signal that corresponds to a single pixel in an ultrasound image within a field-of-view of the ultrasound transmission.
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