activity
20232026
most citedEC-IoU: Orienting Safety for Object Detectors via Ego-Centric Intersection-over-Union

1 citations · 1 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CV2026

Safety-Aligned 3D Object Detection: Single-Vehicle, Cooperative, and End-to-End Perspectives

Brian Hsuan-Cheng Liao, Chih-Hong Cheng, Hasan Esen +1

Perception plays a central role in connected and autonomous vehicles (CAVs), underpinning not only conventional modular driving stacks, but also cooperative perception systems and…

cs.SE2026

Workflow-Level Design Principles for Trustworthy GenAI in Automotive System Engineering

Chih-Hong Cheng, Brian Hsuan-Cheng Liao, Adam Molin +1

The adoption of large language models in safety-critical system engineering is constrained by trustworthiness, traceability, and alignment with established verification practices.…

cs.RO2024

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

Brian Hsuan-Cheng Liao, Yingjie Xu, Chih-Hong Cheng +2

This paper presents a novel monitoring framework that infers the level of collision risk for autonomous vehicles (AVs) based on their object detection performance. The framework ta…

cs.CV2024★ 1 cited

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

Brian Hsuan-Cheng Liao, Chih-Hong Cheng, Hasan Esen +1

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 dete…

cs.SE2023

Simulation-based Safety Assurance for an AVP System incorporating Learning-Enabled Components

Hasan Esen, Brian Hsuan-Cheng Liao

There have been major developments in Automated Driving (AD) and Driving Assist Systems (ADAS) in recent years. However, their safety assurance, thus methodologies for testing, ver…