The invention relates to a
medical quality control dynamic
scoring system, device and equipment based on multi-
modal perception and federal evolution, and the method comprises the steps: obtaining original scene information through multi-
modal input based on a
medical equipment recognition model, carrying out the
scene analysis and semantic fusion, generating structured medical scene data, and carrying out the dynamic scoring of the
medical quality control according to the structured medical scene data. Multi-source evidence
verification is carried out through a medical
scoring rule base, a quality
evaluation result is generated through weight dynamic adjustment,
difference analysis is carried out through comparison with a manual correction result according to the quality
evaluation result, and
model parameters and
scoring rule updating are generated. Multi-
modal input is fused based on a medical special
perception layer, anti-interference
scene analysis and equipment semantic binding are achieved, multi-source evidences are verified in real time through a dynamic
scoring engine, deduction weights are dynamically adjusted, subjective item scoring floating is compressed, an identification model is updated through federation, and a rule base is thermally loaded in real time, so that the anti-interference
scene analysis and equipment semantic binding is achieved. And automatic closed-loop
processing of problem items is realized.