Plane and Sample: Maximizing Information about Autonomous Vehicle Performance using Submodular Optimization

2021 IEEE International Intelligent Transportation Systems Conference (ITSC)(2021)

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摘要
As autonomous vehicles (AVs) take on growing Operational Design Domains (ODDs), they need to go through a systematic, transparent, and scalable evaluation process to demonstrate their benefits to society. Current scenario sampling techniques for AV performance evaluation usually focus on a specific functionality, such as lane changing, and do not accommodate a transfer of information about an AV s...
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关键词
Performance evaluation,Systematics,Shape,Urban areas,Hypercubes,Data models,Bayes methods
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