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Sebastian Hegenbart

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Preprint Sep 2026

Visual Anomaly Synthesis for Model Selection in Data Scarcity

Defect detection systems for industrial condition monitoring can only be relied upon if they are validated, yet defective samples are rare and, for a specific asset, often nonexistent. We present a framework that synthesizes severity-graded defects on real non-defective images without any defect references for the targ...

D. Pröll, Thomas Kraxner, T. Schaefer et al. · 0 citations

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