This solution is based on edge intelligent all-in-one machines, which are equipped with high-definition and fast industrial cameras, lenses, and other hardware, as well as an intelligent defect detection APP based on INDICS. By deploying in the production workshop, it intelligently detects and alarms defects in fabrics and patterns in key production processes such as pattern printing and dyeing, thermal sublimation, fabric cutting, and cutting sorting, replacing traditional manual visual inspection and meeting the requirements of wide format, high speed, and high precision detection, Realize the standardization of testing standards and significantly improve the efficiency of testing work. The real-time detection and alarm function can pause machine operations and notify workers as soon as defects appear, minimizing the waste of raw materials and working hours. This system can simultaneously meet the deployment requirements of cloud, edge, and cloud edge collaboration according to usage scenarios. After being validated by dozens of factories, the system has achieved a defect recognition rate of over 95%, reduced inspection labor by 90%, reduced fabric waste by 10%, effectively saved labor and material costs, and improved the fast response ability of flexible manufacturing.