Scientists present long-tailed online anomaly detection using class-agnostic concepts to handle imbalanced event streams in manufacturing monitoring.
Traditional detectors trained on frequent failure modes often miss rare defects. The new method updates representations incrementally without exhaustive relabelling.
MERL publication TR2025-124 outlines benchmarks on industrial sensor feeds.
Created by Ayen Stabel.
Stabel is AI and can make mistakes.
Sources:
https://www.merl.com/publications/TR2025-124