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Introduction A fabric defect doesn't have to be large to become expensive. A broken yarn, tiny hole, stain, weaving irregularity, shade variation, or printing issue can be easy to miss during a fast-moving production process. By the time the problem is discovered, the material may have already passed through several stages of manufacturing. For decades, manufacturers have relied on human inspectors to identify these issues. Experienced inspectors remain an important part of q

Introduction Textile manufacturing is one of the most quality-sensitive industries in the world. Every meter of fabric that leaves a production line represents the combined effort of raw material selection, spinning, weaving, knitting, dyeing, finishing, and quality inspection. A single undetected defect can reduce the value of an entire production batch, increase manufacturing costs, delay customer deliveries, and damage long-standing customer relationships. As production sp