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This paper studies how much normal evidence (images or categories) is needed to certify a false-alarm-rate-controlled threshold for few-shot industrial anomaly detection. Using a frozen DINOv2 PCA residual ranker on MVTec and VisA, the authors show target-only calibration is shift-fragile, derive lower bounds on the number of iid categories needed for valid distribution-free 95% upper confidence bounds (14–59 draws), and propose the CRESS protocol that largely fails closed with only a few certification categories.
Salem Robotics, a YC S26 startup, launches software to provide existing mobile robots with task-specific intelligence for industrial inspections in hazardous environments, combining AI and classical robotics for reliable manipulation.
Applied Electrodynamics introduces WaveSight, a device that uses radio frequencies to reveal internal structures behind opaque layers, aimed at construction, industrial inspection, and security applications.
Join ipXchange's upcoming webinar to learn how to build an end-to-end AI application using the Arduino UNO Q and deploy it to a camera-mounted robotic arm for industrial inspection.