Sergio Villanueva López

Cleaning Contaminated Reference Sets for Few-Shot Visual Anomaly Detection

Few-shot anomaly detectors for industrial inspection typically use between five and 20 reference images to learn what a normal part looks like. These images are assumed to be defect-free, which is not 100% guaranteed on an actual production line. This makes the reference set a potential point of failure: if an image of...