期刊论文

Wu, XZ

英文

Advanced Engineering Informatics

1474-0346

2026

69

103910

10.1016/j.aei.2025.103910

CRediT authorship contribution statement Liangcheng Ma: Writing – review & editing, Writing – original draft, Software, Methodology, Data curation. Haidong Shao: Supervision, Project administration, Methodology. Xiaoru Xu: Visualization, Software, Data curation. Xizhi Wu: Writing – review & editing, Supervision, Resources, Project administration, Investigation, acquisition. The project is supported by Serving Rural Revitalization of Hunan Provincial Science and Technology Commissioner (No 2023NK4285 ), China Postdoctoral Science Foundation (No 2021M690768 ).

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Detection of surface defects from images is crucial to ensure high quality products in manufacturing applications, where surface detection of small defects plays a vital role and has received much attention in the manufacturing industry. However, existing detection solutions perform unevenly in different small defect scenarios. Therefore, this paper proposes an efficient enhancement strategy (RAI) to enhance the model’s ability to detect small surface defects. It consists of two major parts: (i) the feature information enhancement part (ASFR),...