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Autonomous vehicles rely on machine learning to solve challenging tasks in perception and motion planning. However, automotive software safety standards have not fully evolved to address the challenges of machine learning safety such as…

机器学习 · 计算机科学 2019-12-23 Sina Mohseni , Mandar Pitale , Vasu Singh , Zhangyang Wang

Roads are connecting line between different places, and used daily. Roads' periodic maintenance keeps them safe and functional. Detecting and reporting the existence of potholes to responsible departments can help in eliminating them. This…

计算机视觉与模式识别 · 计算机科学 2021-07-15 Anas Al Shaghouri , Rami Alkhatib , Samir Berjaoui

Autonomous vehicles (AV) is an advanced technology that can bring convenience, improve the road-network throughput, and reduce traffic accidents. To enable higher levels of automation (LoA), massive amounts of sensory data need to be…

系统与控制 · 电气工程与系统科学 2019-09-27 Guangyi Liu , Seyedmohammad Salehi , Erdem Bala , Chien-Chung Shen , Leonard J. Cimini

Recent years have seen growing interest in the development of self-driving vehicles that promise (or threaten) to replace human drivers with intelligent software. However, current self-driving cars still require human supervision and prompt…

计算机与社会 · 计算机科学 2021-07-30 Nguyen H Tran , Abhaya C Nayak

Cameras are a crucial exteroceptive sensor for self-driving cars as they are low-cost and small, provide appearance information about the environment, and work in various weather conditions. They can be used for multiple purposes such as…

计算机视觉与模式识别 · 计算机科学 2017-09-01 Christian Häne , Lionel Heng , Gim Hee Lee , Friedrich Fraundorfer , Paul Furgale , Torsten Sattler , Marc Pollefeys

The autonomous car technology promises to replace human drivers with safer driving systems. But although autonomous cars can become safer than human drivers this is a long process that is going to be refined over time. Before these vehicles…

人工智能 · 计算机科学 2018-05-09 Thomio Watanabe , Denis Wolf

Nowadays autonomous technologies are a very heavily explored area and particularly computer vision as the main component of vehicle perception. The quality of the whole vision system based on neural networks relies on the dataset it was…

机器学习 · 计算机科学 2019-04-24 Aleksander Lukashou

Vehicle manufacturers are racing to create autonomous navigation and steering control algorithms for their vehicles. These software are made to handle various real-life scenarios such as obstacle avoidance and lane maneuvering. There is…

计算机视觉与模式识别 · 计算机科学 2023-10-09 Shivam Aarya

Object detection is a computer vision task that has become an integral part of many consumer applications today such as surveillance and security systems, mobile text recognition, and diagnosing diseases from MRI/CT scans. Object detection…

计算机视觉与模式识别 · 计算机科学 2022-01-20 Abhishek Balasubramaniam , Sudeep Pasricha

Road anomaly detection plays a crucial role in road maintenance and in enhancing the safety of both drivers and vehicles. Recent machine learning approaches for road anomaly detection have overcome the tedious and time-consuming process of…

计算机视觉与模式识别 · 计算机科学 2025-04-21 Uthman Baroudi , Alala BaHamid , Yasser Elalfy , Ziad Al Alami

Road transportation is of critical importance for a nation, having profound effects in the economy, the health and life style of its people. With the growth of cities and populations come bigger demands for mobility and safety, creating new…

机器学习 · 计算机科学 2019-08-28 M. Ricardo Carlos

Unmanned vehicle technologies are an area of great interest in theory and practice today. These technologies have advanced considerably after the first applications have been implemented and cause a rapid change in human life. Autonomous…

计算机视觉与模式识别 · 计算机科学 2019-12-12 Sertap Kamçı , Dogukan Aksu , Muhammed Ali Aydin

Autonomous driving is a rapidly evolving technology. Autonomous vehicles are capable of sensing their environment and navigating without human input through sensory information such as radar, lidar, GNSS, vehicle odometry, and computer…

计算机视觉与模式识别 · 计算机科学 2016-05-11 Yasamin Alkhorshid , Kamelia Aryafar , Sven Bauer , Gerd Wanielik

The automotive industry has witnessed an increasing level of development in the past decades; from manufacturing manually operated vehicles to manufacturing vehicles with a high level of automation. With the recent developments in…

人机交互 · 计算机科学 2021-11-11 Daniel Omeiza , Helena Webb , Marina Jirotka , Lars Kunze

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…

机器人学 · 计算机科学 2024-03-29 Patrick Wolf

Autonomous systems are becoming increasingly prevalent in new vehicles. Due to their environmental friendliness and their remarkable capability to significantly enhance road safety, these vehicles have gained widespread recognition and…

机器人学 · 计算机科学 2025-07-04 Reem Alhabib , Poonam Yadav

In the realm of autonomous driving, the development and integration of highly complex and heterogeneous systems are standard practice. Modern vehicles are not monolithic systems; instead, they are composed of diverse hardware components,…

软件工程 · 计算机科学 2024-11-25 Paolo Burgio , Angelo Ferrando , Marco Villani

The end-to-end learning ability of self-driving vehicles has achieved significant milestones over the last decade owing to rapid advances in deep learning and computer vision algorithms. However, as autonomous driving technology is a…

计算机视觉与模式识别 · 计算机科学 2023-07-21 Shahin Atakishiyev , Mohammad Salameh , Housam Babiker , Randy Goebel

With the increasing presence of autonomous SAE level 3 and level 4, which incorporate artificial intelligence software, along with the complex technical challenges they present, it is essential to maintain a high level of functional safety…

软件工程 · 计算机科学 2024-12-13 Vikas Vyas , Zheyuan Xu

Autonomous vehicles are the culmination of advances in many areas such as sensor technologies, artificial intelligence (AI), networking, and more. This paper will introduce the reader to the technologies that build autonomous vehicles. It…

机器人学 · 计算机科学 2023-02-15 Oussama Saoudi , Ishwar Singh , Hamidreza Mahyar