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industrial inspection 1multi-scale reconstruction 1pixel-level localization 1swin transformer 1unsupervised anomaly detection 1

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1 paper

cs.CV2026

SwinAD: Multi-stage feature reconstruction for unsupervised industrial anomaly detection

Huong Ninh, Chien Thai, Mai Xuan Trang +3

The paper presents SwinAD, an unsupervised industrial anomaly detection framework that combines a frozen pretrained Swin Transformer V2 encoder with a multi-stage, diversity‑preser…