This application discloses a method, apparatus, equipment, and storage medium for verifying tobacco packaging inspection data, relating to the field of tobacco technology. The method addresses the problems of low efficiency, poor sample consistency, ambiguous fault location, and difficulty in data
traceability associated with manual
verification of tobacco packaging inspection. It uses digital images to replace physical defective samples and combines
signal synchronization and logical comparison technologies to achieve automated
verification. This requires no modification to the original
hardware architecture, allows for simultaneous
verification by multiple devices, reduces the cost of physical samples, and avoids safety risks. Step S1 establishes a unified defective sample benchmark to eliminate human bias; Step S2 achieves verification without physical inspection, without interfering with production; Step S3 calibrates
signal timing to ensure the effectiveness of comparison; Step S4 extracts core statistical features to provide a basis for quantitative judgment; Step S5 accurately distinguishes fault types through
ternary signal logical matching; Step S6 outputs structured results to support data
traceability and equipment status analysis.