A theoretical foundation of intelligence testing and its application for intelligent vehicles

L Li, N Zheng, FY Wang - IEEE Transactions on Intelligent …, 2020 - ieeexplore.ieee.org
Intelligent vehicle testing received quickly increasing attention due to the intermittent
accidents of intelligent vehicle prototypes that occurred recently. In this paper, we investigate …

Dynamic testing for autonomous vehicles using random quasi monte carlo

J Ge, J Zhang, C Chang, Y Zhang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
The substantial resource usage required to create ample scenarios for testing Autonomous
Vehicles (AV) presents a bottleneck in their implementation. At present, research relies on …

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 …

Worst Perception Scenario Search via Recurrent Neural Controller and K-Reciprocal Re-Ranking

C Zhang, X Ma, L Xu, H Lu, L Wang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Achieving excellent generalization on perceiving real traffic scenarios with diversity is the
long-term goal for building robust autonomous driving systems. A recent theoretical study …

Joint intelligence ranking by federated multiplicative update

C Zhang, Y Liu, L Wang, Y Liu, L Li… - IEEE Intelligent …, 2020 - ieeexplore.ieee.org
The joint intelligence ranking of intelligent systems like autonomous driving is of great
importance for building a more general, extensive, and universally accepted intelligence …

基于平行测试的认知自动驾驶智能架构研究

王晓, 张翔宇, 周锐, 田永林, 王建功, 陈龙, 孙长银 - 自动化学报, 2024 - aas.net.cn
在大数据, 云计算和机器学习等新一代人工智能技术的推动下, 自动驾驶的感知智能在近年来
得到显著的提升与发展. 然而, 与人类驾驶过程中隐含的以自我目的实现为引导的自探索性和 …

Unsupervised video anomaly detection with self-attention based feature aggregating

Z Ye, Y Li, Z Cui, Y Liu, L Li, L Wang… - 2023 IEEE 26th …, 2023 - ieeexplore.ieee.org
Anomaly detection in surveillance videos is a crucial and challenging task in the intelligent
transportation systems. Previous methods utilize a memory module to store prototypical …

Large Models Defining a New Era in Intelligence Testing: A Short Discussion and Exploration

R Zhou, J Ge, J Yang, P Ye, Y Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
This perspective presents a short yet comprehensive discussion on the rapid advancements
in the field of intelligent system testing enhancing by large models. We delve into the pivotal …

Global-Mapping-Consistency-Constrained Visual-Semantic Embedding for Interpreting Autonomous Perception Models

C Zhang, M Yuan, X Ma, P Wei, Y Su… - IEEE Open Journal of …, 2024 - ieeexplore.ieee.org
From the perspective of artificial intelligence evaluation, the need to discover and explain
the potential shortness of the evaluated intelligent algorithms/systems as well as the need to …

[PDF][PDF] Building Explainable AI Evaluation for Autonomous Perception.

C Zhang, B Shang, P Wei, L Li, Y Liu… - CVPR …, 2019 - openaccess.thecvf.com
The development of the robust visual intelligence is one of the long-term challenging
problems. From the perspective of artificial intelligence evaluation, the need to discover and …