BriefGPT.xyz
Oct, 2023
CAT: 闭环对抗训练以实现安全的端到端驾驶
CAT: Closed-loop Adversarial Training for Safe End-to-End Driving
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Linrui Zhang, Zhenghao Peng, Quanyi Li, Bolei Zhou
TL;DR
通过对环境增强的方式,本文研究了一种用于安全端到端驾驶的闭环对抗训练框架(CAT),通过训练代理程序处理动态生成的安全关键场景,以持续提高驾驶代理的安全性能。实验结果表明,经过CAT训练后,代理程序在回放日志和安全关键交通场景中能够实现卓越的驾驶安全性。
Abstract
driving safety
is a top priority for
autonomous vehicles
. Orthogonal to prior work handling accident-prone traffic events by algorithm designs at the policy level, we investigate a
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