Scientific reports
Multiscale diffusion-enhanced attention network for steel surface defect detection in Polysilicon Production.
Yiwei Duan, Lizhen He, Zhisheng Wang, Jinhai Sa, Jiawen Yang, Xiaolong Chen, Bingdong Shi, Yangyang Zhang, Jiawen Sun
Published: 202610.1038/s41598-026-35913-8
Abstract
Surface defect detection on steel components is crucial for quality control in polysilicon production. However, this task remains challenging due to tiny defect sizes, irregular geometries, complex backgrounds, and low contrast. To address these issu…
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