Intelligence testing for autonomous vehicles: A new approach

L Li, WL Huang, Y Liu, NN Zheng… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
In this paper, we study how to test the intelligence of an autonomous vehicle.
Comprehensive testing is crucial to both vehicle manufactories and customers. Existing …

[PDF][PDF] 基于CRITIC 法的灰色关联理论在无人驾驶车辆测试评价中的应用

魏子茹, 卢延辉, 王鹏宇, 马天飞, 赵世杰 - 机械工程学报, 2021 - qikan.cmes.org
合理的测试场景和科学客观的评价方法能促进无人驾驶技术的快速发展, 但目前无人驾驶车辆
定量评价方法中仍需要一定人为参与, 导致评价结果存在较强的主观性. 利用层次分析法 …

A novel integrated simulation and testing platform for self-driving cars with hardware in the loop

S Chen, Y Chen, S Zhang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Effective simulation and testing environment is a vital part in the research of self-driving
vehicles. It is capable of testing self-driving software and hardware quickly in a variety of …

Traffic sensory data classification by quantifying scenario complexity

J Wang, C Zhang, Y Liu, Q Zhang - 2018 IEEE Intelligent …, 2018 - ieeexplore.ieee.org
For unmanned ground vehicle (UGV) off-line testing and performance evaluation, massive
amount of traffic scenario data is often required. The annotations in current off-line traffic …

Worst perception scenario search for autonomous driving

L Xu, C Zhang, Y Liu, L Wang… - 2020 IEEE Intelligent …, 2020 - ieeexplore.ieee.org
Achieving excellent generalization on perceiving real traffic scenarios with diversity is the
long-term goal for building robust autonomous driving systems. In this paper, we propose to …

An objective evaluation method for automated vehicle virtual test

S Zhao, Z Wei, P Wang, T Ma, K Guo - Expert Systems with Applications, 2022 - Elsevier
Reasonable test scenarios and objective evaluation methods could rapidly promote the
development of autonomous technology. The current quantitative evaluation method of …

A graded offline evaluation framework for intelligent vehicle's cognitive ability

C Zhang, Y Liu, Q Zhang, L Wang - 2018 IEEE Intelligent …, 2018 - ieeexplore.ieee.org
Cognitive ability evaluation in intelligent vehicles is conventionally evaluated by classical
autonomous driving dataset, which lacks comprehensive annotations of driving difficulty …

Adequate testing unmanned autonomous vehicle systems-infrastructures, approaches, issues, challenges, and needs

J Gao, WC Wu - 2022 IEEE International Conference on …, 2022 - ieeexplore.ieee.org
Development of autonomous vehicles is seen as a solution to many of today's societal and
everyday issues such as traffic congestion, road accidents, and air pollution. Unmanned …

[PDF][PDF] Application of grey correlation theory based on critic method in autonomous vehicles test and evaluation

魏子茹, 卢延辉, 王鹏宇, 马天飞… - Journal of Mechanical …, 2021 - qikan.cmes.org
Reasonable test scenarios and objective evaluation methods could rapidly promote the
development of autonomous technology, but the current quantitative evaluation methods of …

Three-dimensional traffic scenes simulation from road image sequences

Y Li, Y Liu, Y Su, G Hua, N Zheng - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
In this paper, we present a novel framework to allow users to tour simulated traffic scenes
from the first-person view. Constructing 3-D scenes from road image sequences is in …