openalexApplied Sciences2026-07-23
A Dual-Domain Reverse Distillation Algorithm for Unsupervised Industrial Surface Defect Detection: Application to Non-Woven Fabrics
Rong Lin Yan, Wei Wei, Zhen Huang
Industrial surface defect detection faces challenges of complex textures, diverse defect morphologies, and scarce labeled data, especially for non-woven fabrics. This paper proposes a dual-domain reverse distillation algorithm for unsupervised defect detection (DDRD). The algorit…