I. Introduction
Defect inspection is a critical fabric production step in the textile industry. Automated inspection is technically challenging due to the large variety of defect types and variations in size, shape, and texture. Human fabric defect detection dominates in industry. However, human inspection is time-consuming, inconsistent, error-prone, and expensive. Recent advances in software and hardware in computer vision and artificial intelligence have made automatic machine inspection a viable approach for this challenging task.