The invention belongs to the technical field of medical
image processing, and particularly relates to a multimodal
prostate cancer detection method fusing a memory mechanism and a space Transform, which comprises the following steps: constructing a multimodal
prostate cancer detection network, and realizing
prostate cancer detection through the multimodal
prostate cancer detection network; according to the method, a Triad structured path is designed, efficient cooperation and guide fusion of multi-
modal information is realized through division cooperation of dominant, auxiliary and control modalities, an
encoder adopts a Swinin-Unet architecture, a window attention mechanism is combined, local details are kept, and meanwhile, the
global modeling capability is enhanced; a dynamic memory unit DMU is further introduced, historical features are fused, a space gating mechanism is introduced, and the consistency and continuity of semantic expression are enhanced; in the decoding stage, an MESTrans module is embedded, and
semantic alignment and boundary enhancement between modals are realized under multiple scales.