The aluminum die casting appearance defect detection system uses photometric synthesis technology combined with deep learning AI technology. Industrial cameras paired with multi-angle blue ring light sources capture images of the die-casting surface, enabling AI-based defect recognition and real-time online detection of aluminum die casting products.