In industrial vision. the lack of defect samples is one of the key constraints of depth vision quality inspection. This paper mainly studies defect detection under a small training set. trying to reduce the dependence of the model on defect samples by using normal samples. https://fitnessgravesyardes.shop/product-category/right-handrail/