Ultrasound diagnosis apparatus and ultrasound signal generation method
An ultrasound diagnosis apparatus of an embodiment includes storage circuitry and processing circuitry. The storage circuitry stores therein a trained model trained using a first ultrasound signal containing a saturated signal as input data and a second ultrasound signal in which effect of saturation is reduced from the first ultrasound signal, as target data. The processing circuitry inputs a third ultrasound signal containing a saturated signal to the trained model and acquires a fourth ultrasound signal that is output from the trained model and in which effect of saturation is reduced from the third ultrasound signal, to generate the fourth ultrasound signal.
1 . An ultrasound diagnosis apparatus comprising:
storage circuitry configured to store, in the storage circuitry, a trained model trained using a first ultrasound signal as input data and a second ultrasound signal as target data, the first ultrasound signal containing a saturated signal, effect of saturation being reduced in the second ultrasound signal from the first ultrasound signal; and
processing circuitry configured to;
input, to the trained model, a third ultrasound signal containing a saturated signal;
acquire a fourth ultrasound signal output from the trained model to generate the fourth ultrasound signal, effect of saturation being reduced in the fourth ultrasound signal from the third ultrasound signal; and
generate the first ultrasound signal and the third ultrasound signal by executing analog signal processing including clamping processing retraining a signal value, equal to or greater than a certain value, of an ultrasound signal to the certain value, the ultrasound signal being acquired by transmitting and receiving ultrasound to and from a subject,
wherein the saturation occurs due to the clamping processing.
2 . The ultrasound diagnosis apparatus according to claim 1 , wherein the first ultrasound signal and the third ultrasound signal are configured to be data after subjected to phasing addition processing.
3 . The ultrasound diagnosis apparatus according to claim 1 , wherein the first ultrasound signal and the third ultrasound signal are configured to be data after converted into digital signals and data before subjected to phasing addition processing.
4 . The ultrasound diagnosis apparatus according to claim 1 , wherein the target data is configured to be the second ultrasound signal in which effect of saturation is reduced from the first ultrasound signal after subjected to phasing addition processing.
5 . The ultrasound diagnosis apparatus according to claim 4 , wherein the second ultrasound signal is configured to be generated by applying a negative gain to a signal contained in the first ultrasound signal and affected by saturation, thereby reducing an amplitude value of the signal affected by saturation.
6 . The ultrasound diagnosis apparatus according to claim 1 , wherein the second ultrasound signal being the target data is configured to be acquired by reducing effect of saturation on an ultrasound signal after converted into a digital signal and before subjected to phasing addition processing.
7 . The ultrasound diagnosis apparatus according to claim 6 , wherein the second ultrasound signal being the target data is configured to be acquired by determining whether the ultrasound signal is saturated for each channel and by adding weight to the ultrasound signal for each channel while using weight for each channel in accordance with a result of the determination.
8 . The ultrasound diagnosis apparatus according to claim 6 , wherein the second ultrasound signal being the target data is configured to be acquired by determining whether the ultrasound signal is saturated for each channel and by replacing a value of the ultrasound signal of a channel determined to be saturated with a value of an ultrasound signal estimated using a value of the ultrasound signal of a channel determined not to be saturated.
9 . The ultrasound diagnosis apparatus according to claim 1 , wherein the second ultrasound signal being the target data is configured to be data after conversion of an ultrasound signal into a digital signal, the ultrasound signal being an analog signal subjected to processing reducing effect of saturation.
10 . The ultrasound diagnosis apparatus according to claim 9 , wherein the processing reducing effect of saturation is configured to be processing using an analog filter to restrain a signal component caused by saturation.
11 . The ultrasound diagnosis apparatus according to claim 9 , wherein the second ultrasound signal being the target data is configured to be data after conversion of the ultrasound signal into a digital signal, the ultrasound signal being subjected to processing reducing effect of saturation by applying an analog gain in accordance with a result of determination of saturation of the ultrasound signal being an analog signal.
12 . The ultrasound diagnosis apparatus according to claim 1 , wherein the processing circuitry is further configured to extract an odd-order harmonic component from the fourth ultrasound signal and to generate ultrasound image data based on the extracted odd-order harmonic component.
13 . The ultrasound diagnosis apparatus according to claim 1 , wherein the processing circuitry is configured to determine whether the third ultrasound signal is affected by saturation, and, upon determination of the third ultrasound signal affected by saturation, to input the third ultrasound signal to the trained model and to acquire the fourth ultrasound signal output from the trained model to generate the fourth ultrasound signal.
14 . An ultrasound signal generation method comprising:
inputting a third ultrasound signal containing a saturated signal to a trained model trained using a first ultrasound signal as input data and a second ultrasound signal as target data, the first ultrasound signal containing a saturated signal, effect of saturation being reduced in the second ultrasound signal from the first ultrasound signal;
acquiring a fourth ultrasound signal output from the trained model to generate the fourth ultrasound signal, effect of saturation being reduced in the fourth ultrasound signal from the third ultrasound signal; and
generating the first ultrasound signal and the third ultrasound signal by executing analog signal processing including clamping processing retraining a signal value, equal to or greater than a certain value, of an ultrasound signal to the certain value, the ultrasound signal being acquired by transmitting and receiving ultrasound to and from a subject,
wherein the saturation occurs due to the clamping processing.