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Road accidents are an important issue of our modern societies, responsible for millions of deaths and injuries every year in the world. In Quebec only, in 2018, road accidents are responsible for 359 deaths and 33 thousands of injuries. In…

Machine Learning · Computer Science 2020-03-02 Antoine Hébert , Timothée Guédon , Tristan Glatard , Brigitte Jaumard

AutoDRIVE is envisioned to be an integrated research and education platform for scaled autonomous vehicles and related applications. This work is a stepping-stone towards achieving the greater goal of realizing such a platform.…

Robotics · Computer Science 2023-05-16 Tanmay Vilas Samak , Chinmay Vilas Samak , Ming Xie

Autonomous vehicles (AVs) are poised to revolutionize modern transportation, offering enhanced safety, efficiency, and convenience. However, the increasing complexity and connectivity of AV systems introduce significant cybersecurity…

Systems and Control · Electrical Eng. & Systems 2024-12-23 Amal Yousseef , Shalaka Satam , Banafsheh Saber Latibari , Jesus Pacheco , Soheil Salehi , Salim Hariri , Partik Satam

Most novice drivers are teenagers since many individuals begin their driving journey during adolescence. Novice driver crashes remain a leading cause of death among adolescents, underscoring the necessity for effective education and…

Computers and Society · Computer Science 2025-03-11 Anannya Ghosh Tusti , Anandi K Dutta , Syed Aaqib Javed , Subasish Das

The public, regulators, and domain experts alike seek to understand the effect of deployed SAE level 4 automated driving system (ADS) technologies on safety. The recent expansion of ADS technology deployments is paving the way for early…

Age-related macular degeneration is a leading cause of blindness worldwide and is one of many limitations to independent driving among old adults. Highly autonomous vehicles present a prospective solution for those who are no longer capable…

Human-Computer Interaction · Computer Science 2023-02-02 Lashawnda Bynum , Jay Parker , Kristy Lee , Nia Nitschke , Melanie LaFlam , Jennifer Marcussen , Jana Taleb , Aleyna Dogan , Lisa J. Molnar , Feng Zhou

Collision avoidance is one of the most promising applications for vehicular networks, dramatically improving the safety of the vehicles that support it. In this paper, we investigate how it can be extended to benefit vulnerable users, e.g.,…

Networking and Internet Architecture · Computer Science 2021-01-07 Marco Malinverno , Giuseppe Avino , Claudio Casetti , Carla Fabiana Chiasserini , Francesco Malandrino , Salvatore Scarpina

Neural networks have proven to be very powerful at computer vision tasks. However, they often exhibit unexpected behaviours, violating known requirements expressing background knowledge. This calls for models (i) able to learn from the…

Machine Learning · Computer Science 2023-06-21 Eleonora Giunchiglia , Mihaela Cătălina Stoian , Salman Khan , Fabio Cuzzolin , Thomas Lukasiewicz

Reinforcement Learning (RL) is a promising approach for achieving autonomous driving due to robust decision-making capabilities. RL learns a driving policy through trial and error in traffic scenarios, guided by a reward function that…

With the evolution of various advanced driver assistance system (ADAS) platforms, the design of autonomous driving system is becoming more complex and safety-critical. The autonomous driving system simultaneously activates multiple ADAS…

Robotics · Computer Science 2019-05-15 MyungJae Shin , Joongheon Kim

This paper proposes an extensive overview of safety applications and approaches as it relates to automated driving from the prospectives of sensor configurations, vehicle dynamics modelling, tyre modeling, and estimation approaches. First,…

Systems and Control · Electrical Eng. & Systems 2022-11-21 Hazem Fahmy , Sabita Mahrajan

It is expected that many human drivers will still prefer to drive themselves even if the self-driving technologies are ready. Therefore, human-driven vehicles and autonomous vehicles (AVs) will coexist in a mixed traffic for a long time. To…

Robotics · Computer Science 2019-10-14 Dong Chen , Longsheng Jiang , Yue Wang , Zhaojian Li

The development of self-driving cars has garnered significant attention from researchers, universities, and industries worldwide. Autonomous vehicles integrate numerous subsystems, including lane tracking, object detection, and vehicle…

Recently, an increasingly growing number of companies is focusing on achieving self-driving systems towards SAE level 3 and higher. Such systems will have much more complex capabilities than today's advanced driver assistance systems (ADAS)…

Software Engineering · Computer Science 2020-03-11 Federico Giaimo , Hugo Andrade , Christian Berger

Due to the high performance and safety requirements of self-driving applications, the complexity of modern autonomous driving systems (ADS) has been growing, instigating the need for more sophisticated hardware which could add to the energy…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-20 Luke Chen , Mohanad Odema , Mohammad Abdullah Al Faruque

Every year in the United States, 800,000 individuals suffer a stroke - one person every 40 seconds, with a death occurring every four minutes. While individual factors vary, certain predictors are more prevalent in determining stroke risk.…

Machine Learning · Computer Science 2025-01-03 Aidan Chadha

Extensive research has already been conducted in the autonomous driving field to help vehicles navigate safely and efficiently. At the same time, plenty of current research on vulnerable road user (VRU) safety is performed which largely…

Robotics · Computer Science 2025-09-03 Haochong Chen , Xincheng Cao , Bilin Aksun-Guvenc , Levent Guvenc

Advanced driver assistance systems are advancing at a rapid pace and all major companies started investing in developing the autonomous vehicles. But the security and reliability is still uncertain and debatable. Imagine that a vehicle is…

Human-Computer Interaction · Computer Science 2018-10-10 Amara Dinesh Kumar , Koti Naga Renu Chebrolu , Vinayakumar R , Soman KP

Recent advances in machine learning technologies and sensing have paved the way for the belief that safe, accessible, and convenient autonomous vehicles may be realized in the near future. Despite tremendous advances within this context,…

Navigating safely in urban environments remains a challenging problem for autonomous vehicles. Occlusion and limited sensor range can pose significant challenges to safely navigate among pedestrians and other vehicles in the environment.…

Robotics · Computer Science 2019-07-19 Ming-Yuan Yu , Ram Vasudevan , Matthew Johnson-Roberson