The invention relates to the technical field of
semiconductor packaging detection, and provides a self-adaptive
semiconductor packaging detection method which comprises the following steps: synchronously acquiring packaging
surface heat distribution data, three-dimensional deformation data and pin
electric signal data through a multi-source sensor; performing dynamic weighted fusion on the multi-
modal data based on the packaging process parameters to generate a defect
feature matrix; performing dynamic threshold calibration on the defect
feature matrix by adopting an adaptive threshold generation
algorithm according to clustering center distribution in the historical defect pattern
library; performing matching judgment on the dynamic threshold value and the real-time defect
feature matrix through a multi-level logic
decision model, and outputting a defect type, a position coordinate and a
confidence score; and based on the defect type and the
confidence score, triggering adaptive compensation control of the packaging process parameters, generating a
feedback control instruction, and adjusting a packaging equipment execution mechanism in real time. The packaging quality and reliability can be improved, and the production cost and the defective rate can be reduced.