Structural adhesive layers in lithium battery modules secure and protect internal components. Defects like bubbles or cracks can reduce performance or cause safety risks. Current quality inspection requires destructive dismantling after adhesive curing, resulting in waste. Due to the adhesive’s high fluidity, uneven edges, and low imaging contrast, traditional methods struggle to evaluate adhesive conditions and accurately measure coverage areas.