2 papers
cs.LG2026
Rethinking Structural Anomaly Detection: From Decision Boundaries to Projection Operators
Alexander Bauer
Most existing anomaly detection methods rely on estimating a probability density or learning an enclosing decision boundary, implicitly assuming that normal data occupies a region…
cs.CV2025
Noise & pattern: identity-anchored Tikhonov regularization for robust structural anomaly detection
Alexander Bauer, Klaus-Robert Müller
Anomaly detection plays a pivotal role in automated industrial inspection, aiming to identify subtle or rare defects in otherwise uniform visual patterns. As collecting representat…