Ultrasound diagnostic apparatus, ultrasound diagnostic system, ultrasound image generation method, and storage medium
An ultrasound diagnostic apparatus includes a first hardware processor. The first hardware processor is configured to estimate and generate weighted imaging-purpose data with weighting of transmission ultrasound waves emitted by transducers of an ultrasound probe from not-weighted imaging-purpose data obtained without assigning weights to transmission ultrasound waves by using estimation-purpose data for estimating weighted imaging-purpose data from not-weighted imaging-purpose data, the estimation-purpose data being obtained by machine learning of weighted imaging-purpose training data obtained by assigning weights to transmission ultrasound waves and not-weighted imaging-purpose training data obtained without assigning weights to transmission ultrasound waves.
1 . An ultrasound diagnostic apparatus comprising a first hardware processor configured to
estimate and generate weighted imaging-purpose data with weighting of transmission ultrasound waves emitted by transducers of an ultrasound probe from not-weighted imaging-purpose data obtained without assigning weights to transmission ultrasound waves by using estimation-purpose data for estimating weighted imaging-purpose data from not-weighted imaging-purpose data, the estimation-purpose data being obtained by machine learning of weighted imaging-purpose training data obtained by assigning weights to transmission ultrasound waves and not-weighted imaging-purpose training data obtained without assigning weights to transmission ultrasound waves.
2 . The ultrasound diagnostic apparatus according to claim 1 , wherein the weighted imaging-purpose training data for machine learning is generated by combining multiple pieces of not-weighted imaging-purpose data obtained by changing transmission parameters without assigning weights to transmission ultrasound waves.
3 . The ultrasound diagnostic apparatus according to claim 2 , wherein the transmission parameters include a transmission voltage and a convergence condition.
4 . An ultrasound diagnostic system comprising:
the ultrasound diagnostic apparatus according to claim 1 ; and
an information processing apparatus that includes a second hardware processor configured to generate the estimation-purpose data by performing machine learning of the weighted imaging-purpose training data obtained by assigning weights to transmission ultrasound waves emitted by transducers of an ultrasound probe and the not-weighted imaging-purpose training data obtained without assigning weights to transmission ultrasound waves.
5 . An ultrasound image generation method comprising:
estimating and generating weighted imaging-purpose data with weighting of transmission ultrasound waves emitted by transducers of an ultrasound probe from not-weighted imaging-purpose data obtained without assigning weights to transmission ultrasound waves by using estimation-purpose data for estimating weighted imaging-purpose data from not-weighted imaging-purpose data, the estimation-purpose data being obtained by machine learning of weighted imaging-purpose training data obtained by assigning weights to transmission ultrasound waves and not-weighted imaging-purpose training data obtained without assigning weights to transmission ultrasound waves.
6 . A non-transitory computer-readable storage medium storing a program that causes a computer to function as a first hardware processor that estimates and generates weighted imaging-purpose data with weighting of transmission ultrasound waves emitted by transducers of an ultrasound probe from not-weighted imaging-purpose data obtained without assigning weights to transmission ultrasound waves by using estimation-purpose data for estimating weighted imaging-purpose data from not-weighted imaging-purpose data, the estimation-purpose data being obtained by machine learning of weighted imaging-purpose training data obtained by assigning weights to transmission ultrasound waves and not-weighted imaging-purpose training data obtained without assigning weights to transmission ultrasound waves.