The invention relates to the technical field of multi-
modal fusion, in particular to a
sperm quality assessment method and
system based on multi-
modal fusion, and the method comprises the following steps: obtaining image and parameter data to generate a space-
time alignment set, extracting trajectory calculation
linearity, analyzing parameter fluctuation to mark an abnormal time window, extracting an image assessment
deformity rate to generate a
feature matrix, and grading to generate a multi-
modal sperm quality
evaluation result. According to the method, linear calculation is introduced in the trajectory path extraction process,
spatial distribution thermodynamic mapping is combined, the dynamic characteristics of local
sperm populations are dominated, an abnormal time window is constructed based on the parameter value change rate and a set threshold value, and motion consistency indexes are combined, so that the dynamic characteristics of the local sperm populations are optimized. The explanation depth of sperm head malformation data in quality judgment is enhanced, the dimension space of
sperm quality description is effectively expanded, the consistency ratio between
vitality and morphology is introduced, track continuous characteristics are combined, a hierarchical grading
system is established, and the accuracy of
sperm quality evaluation results is ensured.