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Autonomous Driving (AD) systems demand the high levels of safety assurance. Despite significant advancements in AD demonstrated on open-source benchmarks like Longest6 and Bench2Drive, existing datasets still lack regulatory-compliant…

机器人学 · 计算机科学 2025-05-21 Jingzheng Li , Tiancheng Wang , Xingyu Peng , Jiacheng Chen , Zhijun Chen , Bing Li , Xianglong Liu

Automated vehicles promise to enhance transportation safety and efficiency. However, ensuring their reliability in real-world conditions remains challenging, particularly due to rare and unexpected situations known as edge cases. While…

Scene understanding is a vital part of autonomous driving systems, which requires the use of deep learning models. Deep learning methods are intrinsically black box models, which lack transparency and safety in autonomous driving. To make…

计算机视觉与模式识别 · 计算机科学 2026-05-07 Maryam Sadat Hosseini Azad , Shahriar Baradaran Shokouhi

As Model Context Protocol (MCP) introduces an easy-to-use ecosystem for users and developers, it also brings underexplored safety risks. Its decentralized architecture, which separates clients and servers, poses unique challenges for…

计算与语言 · 计算机科学 2025-09-30 Huihao Jing , Haoran Li , Wenbin Hu , Qi Hu , Heli Xu , Tianshu Chu , Peizhao Hu , Yangqiu Song

Cooperative perception, or collective perception (CP) is an emerging and promising technology for intelligent transportation systems (ITS). It enables an ITS station (ITS-S) to share its local perception information with others by means of…

机器人学 · 计算机科学 2021-01-15 Mao Shan , Karan Narula , Yung Fei Wong , Stewart Worrall , Malik Khan , Paul Alexander , Eduardo Nebot

Pilot readback of Air Traffic Control (ATC) voice instructions is a primary safeguard against miscommunication in air transportation. However, readback anomalies remain implicated in approximately 80% of aviation incidents. This…

机器学习 · 计算机科学 2026-05-29 Qihan Deng , Minghua Zhang , Yang Yang , Zhenyu Gao

Even though virtual testing of Autonomous Vehicles (AVs) has been well recognized as essential for safety assessment, AV simulators are still undergoing active development. One particularly challenging question is to effectively include the…

机器人学 · 计算机科学 2024-02-28 Andrea Piazzoni , Jim Cherian , Justin Dauwels , Lap-Pui Chau

The safety-critical nature of autonomous vehicle (AV) operation necessitates development of task-relevant algorithms that can reason about safety at the system level and not just at the component level. To reason about the impact of a…

机器人学 · 计算机科学 2024-10-08 Kaustav Chakraborty , Zeyuan Feng , Sushant Veer , Apoorva Sharma , Boris Ivanovic , Marco Pavone , Somil Bansal

Real-time perception and motion planning are two crucial tasks for autonomous driving. While there are many research works focused on improving the performance of perception and motion planning individually, it is still not clear how a…

机器人学 · 计算机科学 2023-09-01 Zhanhong Huang , Xiao Zhang , Xinming Huang

The vulnerability of artificial intelligence (AI) and machine learning (ML) against adversarial disturbances and attacks significantly restricts their applicability in safety-critical systems including cyber-physical systems (CPS) equipped…

系统与控制 · 电气工程与系统科学 2020-04-28 Weiming Xiang , Hoang-Dung Tran , Xiaodong Yang , Taylor T. Johnson

Connected Autonomous Vehicles (CAVs) benefit from Vehicle-to-Everything (V2X) communication, which enables the exchange of sensor data to achieve Collaborative Perception (CP). To reduce cumulative errors in perception modules and mitigate…

计算机视觉与模式识别 · 计算机科学 2025-12-09 Lei Wan , Hannan Ejaz Keen , Alexey Vinel

Fault diagnosis is crucial for complex autonomous mobile systems, especially for modern-day autonomous driving (AD). Different actors, numerous use cases, and complex heterogeneous components motivate a fault diagnosis of the system and…

The Intermeshed Steel Connection (ISC) system, when paired with robotic manipulators, can accelerate steel-frame assembly and improve worker safety by eliminating manual assembly. Dependable perception is one of the initial stages for…

计算机视觉与模式识别 · 计算机科学 2025-11-06 Miftahur Rahman , Samuel Adebayo , Dorian A. Acevedo-Mejia , David Hester , Daniel McPolin , Karen Rafferty , Debra F. Laefer

Developing autonomous vehicles that can navigate complex environments with human-level safety and efficiency is a central goal in self-driving research. A common approach to achieving this is imitation learning, where agents are trained to…

机器人学 · 计算机科学 2025-03-19 Clémence Grislain , Risto Vuorio , Cong Lu , Shimon Whiteson

In transportation networks, where traffic lights have traditionally been used for vehicle coordination, intersections act as natural bottlenecks. A formidable challenge for existing automated intersections lies in detecting and reasoning…

Cooperative perception for connected and automated vehicles is traditionally achieved through the fusion of feature maps from two or more vehicles. However, the absence of feature maps shared from other vehicles can lead to a significant…

计算机视觉与模式识别 · 计算机科学 2024-08-28 Deyuan Qu , Qi Chen , Tianyu Bai , Hongsheng Lu , Heng Fan , Hao Zhang , Song Fu , Qing Yang

Typical design flows are hierarchical and rely on assembling many individual technology elements from standard cells to complete boards. Providers use compact models to provide simplified views of their products to their users. Designers…

硬件体系结构 · 计算机科学 2021-04-23 Dan Alexandrescu , Aneesh Balakrishnan , Thomas Lange , Maximilien Glorieux

Autonomous driving depends on perception systems to understand the environment and to inform downstream decision-making. While advanced perception systems utilizing black-box Deep Neural Networks (DNNs) demonstrate human-like comprehension,…

人工智能 · 计算机科学 2024-03-26 Xiao Li , H. Eric Tseng , Anouck Girard , Ilya Kolmanovsky

Developing precise and computationally efficient traffic accident anticipation system is crucial for contemporary autonomous driving technologies, enabling timely intervention and loss prevention. In this paper, we propose an accident…

计算机视觉与模式识别 · 计算机科学 2025-07-18 Yanchen Guan , Haicheng Liao , Chengyue Wang , Bonan Wang , Jiaxun Zhang , Jia Hu , Zhenning Li

A significant barrier to deploying autonomous vehicles (AVs) on a massive scale is safety assurance. Several technical challenges arise due to the uncertain environment in which AVs operate such as road and weather conditions, errors in…

人工智能 · 计算机科学 2019-10-08 Majid Khonji , Jorge Dias , Lakmal Seneviratne