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Counterexample-Guided Safety Contracts for Autonomous Driving
Published 2020“…However, formally verifying autonomous driving decisions systems is difficult. In this paper, we propose a frame-work for constructing a set of safety contracts that serve as design requirements for controller synthesis for a given scenario. …”
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Pillar-Based Object Detection for Autonomous Driving
Published 2021“…We present a simple and flexible object detection framework optimized for autonomous driving. Building on the observation that point clouds in this application are extremely sparse, we propose a practical pillar-based approach to fix the imbalance issue caused by anchors. …”
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A cloud-assisted design for autonomous driving
Published 2014“…This paper presents Carcel, a cloud-assisted system for autonomous driving. Carcel enables the cloud to have access to sensor data from autonomous vehicles as well as the roadside infrastructure. …”
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A General Pipeline for 3D Detection of Vehicles
Published 2021“…© 2018 IEEE. Autonomous driving requires 3D perception of vehicles and other objects in the in environment. …”
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Scalable end-to-end autonomous vehicle testing via rare-event simulation
Published 2022“…We implement a simulation framework that can test an entire modern autonomous driving system, including, in particular, systems that employ deep-learning perception and control algorithms. …”
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