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自動運転arXiv:1906.05113

自動運転のサーベイ:実践と新興技術

A Survey of Autonomous Driving: Common Practices and Emerging Technologies

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自動運転システムの課題・アーキテクチャ・主要機能(自己位置推定、地図構築、知覚、計画、HMI)を概観し、実車でアルゴリズム比較を行ったサーベイ論文。

著者: Ekim Yurtsever, Jacob Lambert, Alexander Carballo, Kazuya Takeda

分類: cs.RO, cs.SY, eess.SY

原文アブストラクト

Automated driving systems (ADSs) promise a safe, comfortable and efficient driving experience. However, fatalities involving vehicles equipped with ADSs are on the rise. The full potential of ADSs cannot be realized unless the robustness of state-of-the-art improved further. This paper discusses unsolved problems and surveys the technical aspect of automated driving. Studies regarding present challenges, high-level system architectures, emerging methodologies and core functions: localization, mapping, perception, planning, and human machine interface, were thoroughly reviewed. Furthermore, the state-of-the-art was implemented on our own platform and various algorithms were compared in a real-world driving setting. The paper concludes with an overview of available datasets and tools for ADS development.

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