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Chang-Long Jin

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Preprint Sep 2026

PL-SCEA: Reconfiguring Pretrained Attention for Few-Shot Industrial Anomaly Detection

Vision Foundation Models (VFMs) provide transferable patch representations for few-shot industrial anomaly detection, but their attention computation is typically inherited from pretraining objectives centered on semantic aggregation. This creates a potential mismatch: token relations that support semantic recognition...

Xiao-Yu Yang, Qi-Xing Wu, Hui Zhao et al. · 0 citations

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