The invention relates to the technical field of medical image
information processing, and discloses a medical image
information management system based on wisdom
medical treatment, which comprises a scene
perception preprocessing module, a cross-
modal attention fusion module, a weak supervision
annotation module, a comparative analysis module, a collaborative
report generation module, a
knowledge graph reasoning decision module and a consultation collaborative platform module. The
image quality is improved through scene adaptive preprocessing; a hierarchical cross-
modal attention mechanism is adopted to realize multi-
modal feature alignment and fusion;
lesion labeling is carried out based on a
cascade weak
supervised learning strategy; obtaining a focus evolution trend through
time sequence correlation analysis; generating a standardized diagnosis report by using a visual language
collaborative network; providing treatment scheme recommendation based on individualized
knowledge graph reasoning; and a multidisciplinary consultation cooperation platform is constructed. According to the method, the scene adaptability of
image quality evaluation is improved, the multi-modal
semantic alignment capability is enhanced, the dependence of focus labeling on a fine sample is reduced, and dynamic
disease monitoring and individualized diagnosis and treatment decision support are realized.