The invention relates to a
programming review method and
system based on multi-
modal data. The method comprises the following steps that
source code fragments are collected, character format matching is carried out, consistent items are output, and initial node mapping is generated; extracting a pointer reference and calling sequence, carrying out node association recombination, screening node levels, carrying out semantic mark matching, summarizing a connection path, checking a code security scanning index, and generating a dynamic semantic structure; carrying out stack-up matching to compare pixel distribution and
label similarity, scanning edge coordinates, checking
label corresponding positions and visible area distribution, judging feature co-occurrence, and generating multi-
modal associated features; and performing
program logic checking, analyzing a variable initialization sequence, generating a checking element set, comparing code security scanning indexes, generating security scanning information, judging a
risk identification level and generating a review
instruction list. Compared with the prior art, the information
utilization rate and the
correlation analysis depth in the
code review process can be improved, and the accuracy of program defect and risk discovery is enhanced.