Dataset Safety in Autonomous Driving: Requirements, Risks, and Assurance

Overview

The paper proposes a dataset-safety lifecycle aligned with ISO/PAS 8800, covering collection, annotation, curation and maintenance. Perception examples connect dataset insufficiencies to hazard analysis, safety requirements and verification strategies.