Online OOD Detection in Vision Transformers for Autonomous Vehicles

Analyzing multi-head self-attention entropy maps and energy-based score calibration to intercept out-of-distribution road hazards.

Energy-Bounded Attention Heads

Helmholtz free-energy formulations applied across patch tokens differentiate visually similar novel anomalies from known tail-distribution classes.

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