Pooyan SadeghiCurrent: Perception expert at Kognic. Previous professional experience: - Functional Safety Manger at Volvo GTT - Senior AD/ADAS system designer and functional safety engineer at Volvo Cars Education: -Master of Science in Electrical Engineering from Chalmers University of Technology -Bachelor of Science in Electrical Engineering from Sharif University of Technology
Safety argumentation for a validation data set
Testing of an ML- and AI-based perception system shall be realized as a part of the safety assurance of ADAS and AD. We speculate a safety-aware perception system to be validated needs the knowledge of an ideal result. This ideal result, a validation data set, shall contain all the valuable information about the surrounding traffic and environment the perception system should perceive. Therefore we need to address it as a part of the perception system safety case. The presentation will provide sufficient argumentation on the safety aspects a validation data set must fulfill to validate a perception system at different stages.