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In recent years, considerable progress has been made towards a vehicle's ability to operate autonomously. An end-to-end approach attempts to achieve autonomous driving using a single, comprehensive software component. Recent breakthroughs…

Robotics · Computer Science 2019-05-17 Hege Haavaldsen , Max Aasboe , Frank Lindseth

This research paper delves into the field of autonomous vehicle technology, examining the vulnerabilities inherent in each component of these transformative vehicles. Autonomous vehicles (AVs) are revolutionizing transportation by…

Cryptography and Security · Computer Science 2025-05-06 Ian Alexis Wong Paz , Anuvinda Balan , Sebastian Campos , Ehud Orenstain , Sudip Dhakal

Advanced driver assistance systems (ADAS) often rely on deep neural networks to interpret driving images and support vehicle control. Although reliable under nominal conditions, these systems remain vulnerable to input variations and…

Software Engineering · Computer Science 2026-03-26 Hannes Leonhard , Stefano Carlo Lambertenghi , Andrea Stocco

Currently, a major concern is the insufficient level of safety offered by commercial automated vehicles and/or services such self-driving vehicles, self-driving trucks, and robotaxis. Unfortunately, stakeholders do not agree on definitions…

Systems and Control · Electrical Eng. & Systems 2024-06-13 Juan Pimentel

Semi-autonomous driving, as it is already available today and will eventually become even more accessible, implies the need for driver and automation system to reliably work together in order to ensure safe driving. A particular challenge…

Artificial Intelligence · Computer Science 2023-08-31 Jakob Suchan , Jan-Patrick Osterloh

Although autonomous driving systems demonstrate high perception performance, they still face limitations when handling rare situations or complex road structures. Such road infrastructures are designed for human drivers, safety improvements…

Computer Vision and Pattern Recognition · Computer Science 2026-03-09 Kota Shimomura , Masaki Nambata , Atsuya Ishikawa , Ryota Mimura , Takayuki Kawabuchi , Takayoshi Yamashita , Koki Inoue

Online advertising governance faces significant challenges due to the non-stationary nature of regulatory policies, where emerging mandates (e.g., restrictions on education or aesthetic anxiety) create severe label inconsistencies and…

Computation and Language · Computer Science 2026-05-05 Deyi Ji , Junyu Lu , Xuanyi Liu , Liqun Liu , Hailong Zhang , Peng Shu , Huan Yu , Jie Jiang , Tianru Chen , Lanyun Zhu

This paper introduces and tests a framework integrating traffic regulation compliance into automated driving systems (ADS). The framework enables ADS to follow traffic laws and make informed decisions based on the driving environment. Using…

Robotics · Computer Science 2025-03-13 Xu Han , Zhiwen Wu , Xin Xia , Jiaqi Ma

The development of Autonomous Vehicles (AV) presents an opportunity to save and improve lives. However, achieving SAE Level 5 (full) autonomy will require overcoming many technical challenges. There is a gap in the literature regarding the…

Robotics · Computer Science 2022-03-08 Eduardo Candela , Yuxiang Feng , Panagiotis Angeloudis , Yiannis Demiris

Connected cars are susceptible to cyberattacks. Security and safety of future vehicles highly depend on a holistic protection of automotive components, of which the time-sensitive backbone network takes a significant role. These onboard…

Networking and Internet Architecture · Computer Science 2024-05-03 Philipp Meyer , Timo Häckel , Teresa Lübeck , Franz Korf , Thomas C. Schmidt

As Automated Driving Systems (ADS) technology advances, ensuring safety and public trust requires robust assurance frameworks, with safety cases emerging as a critical tool toward such a goal. This paper explores an approach to assess how a…

Software Engineering · Computer Science 2025-06-12 Scott Schnelle , Francesca Favaro , Laura Fraade-Blanar , David Wichner , Holland Broce , Justin Miranda

The autonomous driving (AD) system has exhibited remarkable performance in complex driving scenarios. However, generalization is still a key limitation for the current system, which refers to the ability to handle unseen scenarios or…

Computer Vision and Pattern Recognition · Computer Science 2025-11-19 Jack Qin , Zhitao Wang , Yinan Zheng , Keyu Chen , Yang Zhou , Yuanxin Zhong , Siyuan Cheng

Discovering hazardous scenarios is crucial in testing and further improving driving policies. However, conducting efficient driving policy testing faces two key challenges. On the one hand, the probability of naturally encountering…

Robotics · Computer Science 2021-12-14 Weilin Liu , Ye Mu , Chao Yu , Xuefei Ning , Zhong Cao , Yi Wu , Shuang Liang , Huazhong Yang , Yu Wang

In recent years, we have witnessed increasingly high performance in the field of autonomous end-to-end driving. In particular, more and more research is being done on driving in urban environments, where the car has to follow high level…

Machine Learning · Computer Science 2021-05-24 Florence Carton , David Filliat , Jaonary Rabarisoa , Quoc Cuong Pham

Light Detection and Ranging (LiDAR) is an essential sensor technology for autonomous driving as it can capture high-resolution 3D data. As 3D object detection systems (OD) can interpret such point cloud data, they play a key role in the…

Computer Vision and Pattern Recognition · Computer Science 2025-05-27 Alexandra Arzberger , Ramin Tavakoli Kolagari

In the automobile industry, ensuring the safety of automated vehicles equipped with the Automated Driving System (ADS) is becoming a significant focus due to the increasing development and deployment of automated driving. Automated driving…

Systems and Control · Electrical Eng. & Systems 2025-05-06 Milin Patel , Rolf Jung , Marzana Khatun

Remote driving has emerged as a solution for enabling human intervention in scenarios where Automated Driving Systems (ADS) face challenges, particularly in urban Operational Design Domains (ODDs). This study evaluates the performance of…

Systems and Control · Electrical Eng. & Systems 2025-10-01 Ole Hans , Benedikt Walter , Jürgen Adamy

Autonomous vehicles (AVs) rely on complex perception and communication systems, making them vulnerable to adversarial attacks that can compromise safety. While simulation offers a scalable and safe environment for robustness testing,…

Cryptography and Security · Computer Science 2025-09-09 Christos Anagnostopoulos , Ioulia Kapsali , Alexandros Gkillas , Nikos Piperigkos , Aris S. Lalos

Fully autonomous vehicles (AVs), i.e., AVs with autonomy level 5, are expected to dominate road transportation in the near-future and contribute trillions of dollars to the global economy. The general public, government organizations, and…

Software Engineering · Computer Science 2019-07-03 Saurabh Jha , Timothy Tsai , Siva Hari , Michael Sullivan , Zbigniew Kalbarczyk , Stephen W. Keckler , Ravishankar K. Iyer

Advanced Driver Assistance Systems (ADAS) have made driving safer over the last decade. They prepare vehicles for unsafe road conditions and alert drivers if they perform a dangerous maneuver. However, many accidents are unavoidable because…

Computer Vision and Pattern Recognition · Computer Science 2015-09-22 Ashesh Jain , Hema S. Koppula , Bharad Raghavan , Shane Soh , Ashutosh Saxena