“The global energy transition is driving the large-scale deployment of wind turbines, and the target detection technology for wind turbine blade defects based on drone image acquisition has become a research hotspot. The expert system reviewed the research progress on target detection of wind turbine blade defects, summarizing existing methods from three dimensions: image preprocessing, network improvement, and learning strategies, providing new ideas for solving detection problems.”