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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

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