During the weaving process of carbon fiber multiaxial fabrics, foreign matter often gets mixed into the fabric surface, and various surface defects are also generated. Currently, these defects are all detected manually, which often leads to missed defects, causing customer complaints and damaging the company's image. With the maturity of machine vision technology, continuous real-time detection is the best solution to this problem.