Traditional X-ray inspection methods have a high rate of misjudgment and missed detections regarding internal cell indicators such as Overhang, Gap, and pole-to-pole deviation, as well as internal cell safety items. This not only leads to the waste of a large number of qualified products and increases production costs, but also may allow products with potential safety hazards to enter the market, affecting corporate reputation and user safety.