Detecting small defects against a complex surface is highly challenging but crucial to ensure product quality in industry sectors. However. in the detection performance of existing methods. there remains a huge gap in the localization and segmentation of small defects with limited sizes and extremely weak feature representation. https://www.opheliasmuse.com/