AI RESEARCH
Error-Decomposed Class-Conditional Fusion for Statistically Guaranteed Hard-Category Robust Perception
arXiv CS.CV
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ArXi:2605.17591v1 Announce Type: new Aggregate object detection metrics inherently mask catastrophic and repeatable failures in operationally critical, long-tail minority classes. This paper formally defines this pervasive vulnerability as the Hard-Category Reliability Problem (HCRP): the fundamental architectural challenge of strictly rectifying vulnerable categories without compromising the performance boundaries of stable classes under stringent protocols.