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We present an integrated approach for perception and control for an autonomous vehicle and demonstrate this approach in a high-fidelity urban driving simulator. Our approach first builds a model for the environment, then trains a policy…

系统与控制 · 电气工程与系统科学 2020-03-19 Ali Baheri , Ilya Kolmanovsky , Anouck Girard , H. Eric Tseng , Dimitar Filev

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)…

软件工程 · 计算机科学 2020-03-11 Federico Giaimo , Hugo Andrade , Christian Berger

Assistive visual navigation systems for visually impaired individuals have become increasingly popular thanks to the rise of mobile computing. Most of these devices work by translating visual information into voice commands. In complex…

计算机视觉与模式识别 · 计算机科学 2024-12-18 Hao Wang , Jiayou Qin , Xiwen Chen , Ashish Bastola , John Suchanek , Zihao Gong , Abolfazl Razi

In a given scenario, simultaneously and accurately predicting every possible interaction of traffic participants is an important capability for autonomous vehicles. The majority of current researches focused on the prediction of an single…

机器学习 · 计算机科学 2018-10-31 Yeping Hu , Wei Zhan , Masayoshi Tomizuka

Autonomous driving systems must operate smoothly in human-populated indoor environments, where challenges arise including limited perception and occlusions when relying only on onboard sensors, as well as the need for socially compliant…

机器人学 · 计算机科学 2026-02-06 Minghao Ning , Yufeng Yang , Shucheng Huang , Jiaming Zhong , Keqi Shu , Chen Sun , Ehsan Hashemi , Amir Khajepour

Artificially intelligent perception is increasingly present in the lives of every one of us. Vehicles are no exception, (...) In the near future, pattern recognition will have an even stronger role in vehicles, as self-driving cars will…

计算机视觉与模式识别 · 计算机科学 2023-01-23 João Ribeiro Pinto

The clustering of autonomous driving scenario data can substantially benefit the autonomous driving validation and simulation systems by improving the simulation tests' completeness and fidelity. This article proposes a comprehensive data…

计算机视觉与模式识别 · 计算机科学 2021-03-31 Jinxin Zhao , Jin Fang , Zhixian Ye , Liangjun Zhang

A limitation for collaborative robots (cobots) is their lack of ability to adapt to human partners, who typically exhibit an immense diversity of behaviors. We present an autonomous framework as a cobot's real-time decision-making mechanism…

机器人学 · 计算机科学 2023-03-24 O. Can Görür , Benjamin Rosman , Fikret Sivrikaya , Sahin Albayrak

Nowadays, autonomous cars can drive smoothly in ordinary cases, and it is widely recognized that realistic sensor simulation will play a critical role in solving remaining corner cases by simulating them. To this end, we propose an…

计算机视觉与模式识别 · 计算机科学 2024-08-28 Zirui Wu , Tianyu Liu , Liyi Luo , Zhide Zhong , Jianteng Chen , Hongmin Xiao , Chao Hou , Haozhe Lou , Yuantao Chen , Runyi Yang , Yuxin Huang , Xiaoyu Ye , Zike Yan , Yongliang Shi , Yiyi Liao , Hao Zhao

Traditional manual driving and single-vehicle-based intelligent driving have limitations in real-time and accurate acquisition of the current driving status and intentions of surrounding vehicles, leading to vehicles typically maintaining…

计算机与社会 · 计算机科学 2025-03-18 Tao Li , Xiang Dong , Junfeng Hao , Ping Yin , Xiaoxue Xu , Maokai Lai , Yuan Li , Ting Peng

As autonomous vehicle technology advances, ensuring the safety and reliability of these systems becomes paramount. Consequently, comprehensive testing methodologies are essential to evaluate the performance of autonomous vehicles in diverse…

多智能体系统 · 计算机科学 2025-12-30 Manuel Franco-Vivo

We present the current state of development of the sensor-equipped car MODISSA, with which Fraunhofer IOSB realizes a configurable experimental platform for hardware evaluation and software development in the context of mobile mapping and…

计算机视觉与模式识别 · 计算机科学 2021-05-31 Björn Borgmann , Volker Schatz , Marcus Hammer , Marcus Hebel , Michael Arens , Uwe Stilla

The driving environment perception has a vital role for autonomous driving and nowadays has been actively explored for its realization. The research community and relevant stakeholders necessitate the development of Deep Learning (DL)…

人工智能 · 计算机科学 2025-10-16 Jalal Khan , Manzoor Khan , Sherzod Turaev , Sumbal Malik , Hesham El-Sayed , Farman Ullah

Autonomous mobility systems increasingly operate in environments shared with animals, from urban pets to wildlife. However, their design has largely focused on human interaction, with limited understanding of how non-human species perceive,…

Cars can nowadays record several thousands of signals through the CAN bus technology and potentially provide real-time information on the car, the driver and the surrounding environment. This paper proposes a new method for the analysis and…

Machine learning has emerged as a promising paradigm for enabling connected, automated vehicles to autonomously cruise the streets and react to unexpected situations. A key challenge, however, is to collect and select real-time and reliable…

网络与互联网体系结构 · 计算机科学 2020-02-19 Alaa Awad Abdellatif , Carla Fabiana Chiasserini , Francesco Malandrino

In order to ensure safe autonomous driving, precise information about the conditions in and around the vehicle must be available. Accordingly, the monitoring of occupants and objects inside the vehicle is crucial. In the state-of-the-art,…

计算机视觉与模式识别 · 计算机科学 2022-05-04 Nikolas Ebert , Patrick Mangat , Oliver Wasenmüller

Autonomous driving systems remain brittle in rare, ambiguous, and out-of-distribution scenarios, where human driver succeed through contextual reasoning. Shared autonomy has emerged as a promising approach to mitigate such failures by…

机器人学 · 计算机科学 2025-11-07 Phat Nguyen , Erfan Aasi , Shiva Sreeram , Guy Rosman , Andrew Silva , Sertac Karaman , Daniela Rus

Autonomous vehicles must reason about spatial occlusions in urban environments to ensure safety without being overly cautious. Prior work explored occlusion inference from observed social behaviors of road agents, hence treating people as…

机器人学 · 计算机科学 2022-03-04 Masha Itkina , Ye-Ji Mun , Katherine Driggs-Campbell , Mykel J. Kochenderfer

The increasing number of accidents caused by alcohol-impaired driving has prompted the development of integrated safety systems in vehicles to monitor driver behavior and prevent crashes. This paper explores how drivers perceive these…

人机交互 · 计算机科学 2025-05-30 RoshikNagaSai Patibandla , Ross Greer
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