Research papers · 2020.07

Modeling Perception Errors towards Robust Decision Making in Autonomous Vehicles

Modeling Perception Errors towards Robust Decision Making in Autonomous Vehicles

Overview

The methodology uses simulation to connect sensing and perception errors with downstream vehicle behavior. It investigates whether perception performance is sufficient for robust decisions, moving beyond accuracy metrics evaluated independently of decision-making.

Author-supplied source information

Author-supplied information on arXiv.

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence Main track (2020). Pages 3494-3500

11 pages, 8 figures. Preprint of an article published at IJCAI2020 update: fixed title and metadata

Version: arXiv v2 — manuscript revision

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