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Author

Yun-Guang Lin

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Review Open access Oct 2026

A Review of Steel Surface Defect Detection for Industrial Applications: Evaluation Frameworks, Data Challenges, and Model Mechanisms

Steel surface defect detection is a critical component of industrial quality inspection based on artificial intelligence (AI). In recent years, deep learning has substantially improved the level of automation in this task. However, model performance in real production lines remains jointly affected by evaluation metric...

Dan Wang, Sheng-Sheng Xie, Yuan-Xiao Li et al. · 0 citations
Conference Sep 2026

Research on precision industrial defect detection assisted by vision foundation models

Industrial defect inspection needs to handle micro-scale objects, weak contrast, irregular boundaries and frequent domain shifts. Conventional closed-set detectors are also dependent on category-specific annotations. VFM-PDI is a new high precision inspection method based on a vision foundation model. VFM-PDI is compos...

Li-Zhen Fang, Xin-Yu Cao, Lian-Jiang Zhu et al. · 0 citations

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