The invention discloses an ultrasonic
prostate imaging method based on sparse angle amplification, and the method comprises the steps: collecting sparse angle RF ultrasonic
signal data, carrying out the preprocessing, obtaining a preliminary
signal aggregation result, and enabling a third
signal aggregation layer of a signal preprocessing network to comprise a row aggregation transformation layer and a column aggregation transformation layer; the initial signal aggregation result is input into an imaging sub-network, an imaging result is obtained, and the imaging sub-network is a deep neural
network model of a coding and decoding structure and is provided with a multi-scale
signal synthesis module, an imaging sub-network
encoder, a middle layer, an imaging sub-network decoder and an output layer. The multi-scale
signal synthesis module is used for aggregating a plurality of signals in different scale ranges in the aspect of image arbitrary point numerical value acquisition by utilizing multi-scale cavity
convolution and corresponding arbitrary point maximum value operation based on the preliminary signal aggregation result, and taking the maximum value as a final numerical value; and the imaging sub-network
encoder, the middle layer, the imaging sub-network decoder and the output layer output an imaging result based on the final numerical value.