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Yu-Ting Kuang

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Conference Aug 2026

Training-Free and Self-Improving Industrial Anomaly Detection with Vision-Language Models

Although industrial anomaly detection has attained highly accurate pixel-level anomaly detection on standard benchmarks, current methods merely produce heatmaps and anomaly scores. These outputs remain insufficient to address the core concerns of inspectors-the type, severity, and root cause of a defect. We present a f...

Zhi-Qun Pan, Yu-Ting Kuang, Zong-Xin Xu · 0 citations

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