Kai-Yu Fu

Uncertainty-Aware Vision-Based Risk Object Identification Via Conformal Risk Tube Prediction

We study object importance-based vision risk object identification (Vision-ROI), a key capability for intelligent driving systems. Existing approaches are deterministic and ignore uncertainty, potentially compromising safety. For example, fixed decision thresholds in ambiguous scenarios can cause pr…