Testing the safety of self-driving vehicles by simulating perception and prediction

K Wong, Q Zhang, M Liang, B Yang, R Liao… - Computer Vision–ECCV …, 2020 - Springer
We present a novel method for testing the safety of self-driving vehicles in simulation. We
propose an alternative to sensor simulation, as sensor simulation is expensive and has …

Distributed simulation platform for autonomous driving

J Tang, S Liu, C Wang, C Liu - … of Vehicles. Technologies and Services for …, 2017 - Springer
Autonomous vehicle safety and reliability are the paramount requirements when developing
autonomous vehicles. These requirements are guaranteed by massive functional and …

Unity based urban environment simulation for autonomous vehicle stereo vision evaluation

M Vukić, B Grgić, D Dinčir, L Kostelac… - … on Information and …, 2019 - ieeexplore.ieee.org
Testing and evaluation of sensor processing algorithms for autonomous vehicles is
challenging due to the problem of collecting reference data. To ensure safety and …

Virtual reality based simulation testbed for evaluation of autonomous vehicle behavior algorithms

V Rastogi - 2017 - search.proquest.com
Abstract Validation of Autonomous Vehicle behavior algorithms requires thorough testing
against a wide range of test scenarios. It is not financially and practically feasible to conduct …

An immersive vehicle-in-the-loop VR platform for evaluating human-to-autonomous vehicle interactions

V Rastogi, R Merco, M Kaur, A Rayamajhi, M Gavelli… - 2019 - sae.org
The deployment of autonomous vehicles in real-world scenarios requires thorough testing to
ensure sufficient safety levels. Driving simulators have proven to be useful testbeds for …

Uncertainty estimation for object detection using deep learning approaches

D Feng - 2021 - oparu.uni-ulm.de
To ensure that an autonomous car can be deployed safely on public roads, its object
detection module should not only work accurately, but show its prediction confidence as …

[PDF][PDF] Supplementary Materials: Testing the Safety of Self-driving Vehicles by Simulating Perception and Prediction

K Wong, Q Zhang, M Liang, B Yang, R Liao, A Sadat… - ecva.net
In this document, we provide additional details to supplement the main text. We first describe
additional experiment details (Sec. 1). Then, we provide additional quantitative results that …