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Brian Hsuan-Cheng Liao

2 accepted papers

2025

FuzzRisk: Online Collision Risk Estimation for Autonomous Vehicles Based on Depth-Aware Object Detection via Fuzzy Inference

ICRA 2025

This paper presents a novel monitoring framework that infers the level of collision risk for autonomous vehicles (AV s) based on their object detection performance. The framework takes two sets of predictions from different algorithms and associates their inconsistencies with the collision risk via

Cited by 0SourceScholar
2024

EC-IoU: Orienting Safety for Object Detectors via Ego-Centric Intersection-over-Union

IROS 2024poster

This paper presents Ego-Centric Intersection-over-Union (EC-IoU), addressing the limitation of the standard IoU measure in characterizing safety-related performance for object detectors in navigating contexts. Concretely, we propose a weighting mechanism to refine IoU, allowing it to assign a higher…

Cited by 0SourceScholar