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According to data from the United Nations, more than 3000 people have died each day in the world due to road traffic collision. Considering recent researches, the human error may be considered as the main responsible for these fatalities.…

Computers and Society · Computer Science 2018-02-13 Andrés E. Gómez , Tiago C. dos Santos , Carlos M. Massera , Arthur de M. Neto , Denis F. Wolf

Road traffic injury accounts for a substantial human and economic burden globally. Understanding risk factors contributing to fatal injuries is of paramount importance. In this study, we proposed a model that adopts a hybrid ensemble…

Other Statistics · Statistics 2020-06-12 Ali J. Ghandour , Huda Hammoud , Samar Al-Hajj

The traditional build-and-expand approach is not a viable solution to keep roadway traffic rolling safely, so technological solutions, such as Autonomous Vehicles (AVs), are favored. AVs have considerable potential to increase the carrying…

Computers and Society · Computer Science 2023-07-06 Sakib Mahmud Khan , M Sabbir Salek , Vareva Harris , Gurcan Comert , Eric Morris , Mashrur Chowdhury

When academic researchers develop and validate autonomous driving algorithms, there is a challenge in balancing high-performance capabilities with the cost and complexity of the vehicle platform. Much of today's research on autonomous…

Autonomous driving vehicles provide a vast potential for realizing use cases in the on-road and off-road domains. Consequently, remarkable solutions exist to autonomous systems' environmental perception and control. Nevertheless, proof of…

Robotics · Computer Science 2024-03-29 Patrick Wolf

While recent developments in autonomous vehicle (AV) technology highlight substantial progress, we lack tools for rigorous and scalable testing. Real-world testing, the $\textit{de facto}$ evaluation environment, places the public in…

Machine Learning · Computer Science 2019-01-15 Matthew O'Kelly , Aman Sinha , Hongseok Namkoong , John Duchi , Russ Tedrake

Autonomous vehicles can enhance overall performance and implement safety measures in ways that are impossible with conventional automobiles. These functions are executed through vehicle control systems, which have been the subject of…

Systems and Control · Electrical Eng. & Systems 2022-10-13 Gautam Shetty , Sabir Hossain , Chuan Hu , Xianke Lin

With over 50 million car sales annually and over 1.3 million deaths every year due to motor accidents we have chosen this space. India accounts for 11 per cent of global death in road accidents. Drivers are held responsible for 78% of…

Computer Vision and Pattern Recognition · Computer Science 2022-04-08 Narayana Darapaneni , Jai Arora , MoniShankar Hazra , Naman Vig , Simrandeep Singh Gandhi , Saurabh Gupta , Anwesh Reddy Paduri

With their potential to significantly reduce traffic accidents, enhance road safety, optimize traffic flow, and decrease congestion, autonomous driving systems are a major focus of research and development in recent years. Beyond these…

Robotics · Computer Science 2024-11-18 Xu Wang , Mohammad Ali Maleki , Muhammad Waqar Azhar , Pedro Trancoso

Road traffic accidents are a leading cause of fatalities worldwide. In the US, human error causes 94% of crashes, resulting in excess of 7,000 pedestrian fatalities and $500 billion in costs annually. Autonomous Vehicles (AVs) with…

Autonomous electric vehicles (AEVs) hold great promise for the future of automotive engineering, but safety remains a significant challenge in their development and commercialization. Therefore, conducting a comprehensive analysis of AEV…

Systems and Control · Electrical Eng. & Systems 2023-06-21 Qasim Ajao , Olukotun Oludamilare

Road crashes and related forms of accidents are a common cause of injury and death among the human population. According to 2015 data from the World Health Organization, road traffic injuries resulted in approximately 1.25 million deaths…

Computer Vision and Pattern Recognition · Computer Science 2018-11-06 Rateb Jabbar , Khalifa Al-Khalifa , Mohamed Kharbeche , Wael Alhajyaseen , Mohsen Jafari , Shan Jiang

The goal of autonomous vehicles is to navigate public roads safely and comfortably. To enforce safety, traditional planning approaches rely on handcrafted rules to generate trajectories. Machine learning-based systems, on the other hand,…

To date, self-driving experimental wheelchair technologies have been either inexpensive or robust, but not both. Yet, in order to achieve real-world acceptance, both qualities are fundamentally essential. We present a unique approach to…

Robotics · Computer Science 2018-07-17 Maya Burhanpurkar , Mathieu Labbé , Xinyi Gong , Charlie Guan , François Michaud , Jonathan Kelly

While engaging with the unfolding revolution in autonomous driving, a challenge presents itself, how can we effectively raise awareness within society about this transformative trend? While full-scale autonomous driving vehicles often come…

Robotics · Computer Science 2025-06-16 Dianzhao Li , Paul Auerbach , Ostap Okhrin

Road traffic injuries are the leading cause of death for people aged 5-29, resulting in about 1.19 million deaths each year. To reduce these fatalities, it is essential to address human errors like speeding, drunk driving, and distractions.…

Computer Vision and Pattern Recognition · Computer Science 2025-02-04 Walter Zimmer , Ross Greer , Xingcheng Zhou , Rui Song , Marc Pavel , Daniel Lehmberg , Ahmed Ghita , Akshay Gopalkrishnan , Mohan Trivedi , Alois Knoll

Despite the numerous successes of machine learning over the past decade (image recognition, decision-making, NLP, image synthesis), self-driving technology has not yet followed the same trend. In this paper, we study the history,…

Robotics · Computer Science 2021-08-10 Ashesh Jain , Luca Del Pero , Hugo Grimmett , Peter Ondruska

Personal autonomous vehicles are cars, trucks and bikes capable of sensing their surrounding environment, planning their route, and driving with little or no involvement of human drivers. Despite the impressive technological achievements…

Due to road traffic accidents, 6941 Filipinos died in 2010, and thousands more were wounded or disabled. Head and neck injuries are the main cause of death, severe injury, and motorcycle users disabilities. Motorcycle users make up a large…

Computers and Society · Computer Science 2021-01-18 Carlo H Godoy

Automated driving systems (ADSs) promise a safe, comfortable and efficient driving experience. However, fatalities involving vehicles equipped with ADSs are on the rise. The full potential of ADSs cannot be realized unless the robustness of…

Robotics · Computer Science 2020-04-06 Ekim Yurtsever , Jacob Lambert , Alexander Carballo , Kazuya Takeda
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