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Ru-Bing Huang

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Open access Sep 2026

A prototype-aligned multi-scale attention network for few-shot industrial surface defect detection

Few-shot industrial surface defect detection remains challenging because annotated defect images are scarce, defect scales vary considerably, and textured backgrounds can cause false responses. This study proposes a Prototype-Aligned Multi-Scale Attention Network (PA-MSAN) that integrates multi-receptive-field feature...

Ru-Bing Huang, Lian-Yi Zhao · 0 citations

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