Various surface defects in automated fiber placement (AFP) processes affect the forming quality of components. In addition, defect detection usually requires manual observation with naked eye, which leads to low production efficiency. Therefore, automatic solutions for recognition have high economic potential. this paper, we propose a multi-scale AFP algorithm, named spatial pyramid feature fus...