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This paper presents a method for testing the decision making systems of autonomous vehicles. Our approach involves perturbing stochastic elements in the vehicle's environment until the vehicle is involved in a collision. Instead of applying…

机器人学 · 计算机科学 2019-02-07 Mark Koren , Saud Alsaif , Ritchie Lee , Mykel J. Kochenderfer

This paper presents the CAT Vehicle (Cognitive and Autonomous Test Vehicle) Testbed: a research testbed comprised of a distributed simulation-based autonomous vehicle, with straightforward transition to hardware in the loop testing and…

机器人学 · 计算机科学 2018-04-13 Rahul Kumar Bhadani , Jonathan Sprinkle , Matthew Bunting

In the automotive security sector, the absence of a testing platform that is configurable, practical, and user-friendly presents considerable challenges. These difficulties are compounded by the intricate design of vehicle systems, the…

密码学与安全 · 计算机科学 2024-04-04 Sekar Kulandaivel , Wenjuan Lu , Brandon Barry , Jorge Guajardo

Search-based software testing (SBST) of Simulink models helps find scenarios that demonstrate that the system can reach a state that violates one of its requirements. However, many SBST techniques for Simulink models rely on requirements…

Regression testing plays a critical role in maintaining software reliability, particularly for ROS-based autonomous systems (ROSAS), which frequently undergo continuous integration and iterative development. However, conventional regression…

软件工程 · 计算机科学 2025-06-23 Yupeng Jiang , Shuaiyi Sun , Xi Zheng

The growing reliance on software in road vehicles has led to the emergence of Software-Defined Vehicles (SDV). This work analyzes SDV security and privacy through a systematic literature review complemented by an industry questionnaire…

Intelligent transportation systems (ITSs) and other smart-city technologies are increasingly advancing in capability and complexity. While simulation environments continue to improve, their fidelity and ease of use can quickly degrade as…

物理与社会 · 物理学 2019-07-31 Adam Morrissett , Roja Eini , Mostafa Zaman , Nasibeh Zohrabi , Sherif Abdelwahed

Out-of-distribution (OOD) detection is crucial for deploying reliable machine learning models in open-world applications. Recent advances in CLIP-based OOD detection have shown promising results via regularizing prompt tuning with OOD…

计算机视觉与模式识别 · 计算机科学 2024-11-07 Geng Yu , Jianing Zhu , Jiangchao Yao , Bo Han

Test optimization contains test case selection and minimization, which is an important challenge in software testing and has been addressed with search-based approaches intensively in the past. Inspired by the recent advancement of using…

软件工程 · 计算机科学 2026-04-14 Yige Yang , Man Zhang , Tao Yue

Embedded systems represent a billionaire market and are present in most of the processors produced in the world.Embedded software interacts with external peripherals such as sensors and actuators through drivers. The strong interaction…

软件工程 · 计算机科学 2021-05-05 Sara C. M. Souza , Rogerio Atem de Carvalho

Over the past decade, many research articles have been published in the area of autonomous driving. However, most of them focus only on a specific technological area, such as visual environment perception, vehicle control, etc. Furthermore,…

机器人学 · 计算机科学 2024-09-23 Rui Fan , Jianhao Jiao , Haoyang Ye , Yang Yu , Ioannis Pitas , Ming Liu

Regression testing is an essential activity to assure that software code changes do not adversely affect existing functionalities. With the wide adoption of Continuous Integration (CI) in software projects, which increases the frequency of…

软件工程 · 计算机科学 2022-09-07 Rongqi Pan , Mojtaba Bagherzadeh , Taher A. Ghaleb , Lionel Briand

Testing autonomous driving systems (ADS) is critical to ensuring their reliability and safety. Existing ADS testing works focuses on designing scenarios to evaluate system-level behaviors, while fine-grained testing of ADS source code has…

软件工程 · 计算机科学 2025-01-20 Wenhan Wang , Xuan Xie , Yuheng Huang , Renzhi Wang , An Ran Chen , Lei Ma

With increasing demand for and adoption of virtual assistants, recent work has investigated ways to accelerate bot schema design through the automatic induction of intents or the induction of slots and dialogue states. However, a lack of…

计算与语言 · 计算机科学 2023-04-26 James Gung , Raphael Shu , Emily Moeng , Wesley Rose , Salvatore Romeo , Yassine Benajiba , Arshit Gupta , Saab Mansour , Yi Zhang

Human identification at a distance (HID) is challenging because traditional biometric modalities such as face and fingerprints are often difficult to acquire in real-world scenarios. Gait recognition provides a practical alternative, as it…

Testing and evaluation is a critical step in the development and deployment of connected and automated vehicles (CAVs), and yet there is no systematic framework to generate testing scenario library. This study aims to provide a general…

系统与控制 · 计算机科学 2020-09-30 Shuo Feng , Yiheng Feng , Chunhui Yu , Yi Zhang , Henry X. Liu

This paper introduces the ``SurgT: Surgical Tracking" challenge which was organised in conjunction with MICCAI 2022. There were two purposes for the creation of this challenge: (1) the establishment of the first standardised benchmark for…

Autonomous driving techniques have been flourishing in recent years while thirsting for huge amounts of high-quality data. However, it is difficult for real-world datasets to keep up with the pace of changing requirements due to their…

图像与视频处理 · 电气工程与系统科学 2024-02-29 Zhihang Song , Zimin He , Xingyu Li , Qiming Ma , Ruibo Ming , Zhiqi Mao , Huaxin Pei , Lihui Peng , Jianming Hu , Danya Yao , Yi Zhang

The evolving landscape of software development demands that software testers continuously adapt to new tools, practices, and acquire new skills. This study investigates software testing competency needs in industry, identifies knowledge…

Automatically generating test cases for software has been an active research topic for many years. While current tools can generate powerful regression or crash-reproducing test cases, these are often kept separately from the maintained…

软件工程 · 计算机科学 2021-08-30 Carolin Brandt , Andy Zaidman