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Hao-Zhou Ni

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Conference Open access 2026

Lightweight Augmentation of SimpleNet for Industrial Anomaly Detection via Residual Spatial Attention

Industrial anomaly detection requires both image-level recognition and pixel-level localization when anomaly samples are scarce. SimpleNet has become a representative lightweight baseline because of its single-stream inference pipeline, compact structure and low deployment cost. However, its multi-layer features lack a...

Hao-Zhou Ni · 0 citations

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