Engine assembly inspection requires ensuring that the dimensions, shapes, and positions of all components meet design specifications. However, current vision inspection solutions relying on traditional algorithms struggle to address challenges such as multiple engine models, numerous inspection items, and complex backgrounds. These limitations result in long development cycles, low reliability, and a failure to meet the demands for efficient and precise automated inspection.