Feature optimization-guided high-precision and real-time metal surface defect detection network

Abstract Existing computer vision-based surface defect detection techniques for metal materials typically encounter issues with defect overlap, significant differences within classes, and similarity between defect samples. These issues compromise feature extraction accuracy and result in missed and...

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Bibliographic Details
Main Authors: Sixian Chan, Suqiang Li, Hongkai Zhang, Xiaolong Zhou, Jiafa Mao, Feng Hong
Format: Article
Language:English
Published: Nature Portfolio 2024-12-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-83430-3
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