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Concept bottleneck models have been successfully used for explainable machine learning by encoding information within the model with a set of human-defined concepts. In the context of human-assisted or autonomous driving, explainability…

计算机视觉与模式识别 · 计算机科学 2023-10-27 Jessica Echterhoff , An Yan , Kyungtae Han , Amr Abdelraouf , Rohit Gupta , Julian McAuley

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…

机器人学 · 计算机科学 2025-06-16 Dianzhao Li , Paul Auerbach , Ostap Okhrin

Behaviour prediction function of an autonomous vehicle predicts the future states of the nearby vehicles based on the current and past observations of the surrounding environment. This helps enhance their awareness of the imminent hazards.…

计算机视觉与模式识别 · 计算机科学 2020-08-07 Sajjad Mozaffari , Omar Y. Al-Jarrah , Mehrdad Dianati , Paul Jennings , Alexandros Mouzakitis

This paper presents a novel approach for learning self-awareness models for autonomous vehicles. The proposed technique is based on the availability of synchronized multi-sensor dynamic data related to different maneuvering tasks performed…

计算机视觉与模式识别 · 计算机科学 2018-06-08 Mahdyar Ravanbakhsh , Mohamad Baydoun , Damian Campo , Pablo Marin , David Martin , Lucio Marcenaro , Carlo S. Regazzoni

Success in racing requires a unique combination of vehicle setup, understanding of the racetrack, and human expertise. Since building and testing many different vehicle configurations in the real world is prohibitively expensive,…

机器人学 · 计算机科学 2024-12-06 John Subosits , Jenna Lee , Shawn Manuel , Paul Tylkin , Avinash Balachandran

Predicting future behavior of the surrounding vehicles is crucial for self-driving platforms to safely navigate through other traffic. This is critical when making decisions like crossing an unsignalized intersection. We address the problem…

计算机视觉与模式识别 · 计算机科学 2021-04-23 Mohamed Hasan , Evangelos Paschalidis , Albert Solernou , He Wang , Gustav Markkula , Richard Romano

For autonomous vehicles integrating onto roadways with human traffic participants, it requires understanding and adapting to the participants' intention and driving styles by responding in predictable ways without explicit communication.…

机器人学 · 计算机科学 2021-07-09 Zhitao Wang , Yuzheng Zhuang , Qiang Gu , Dong Chen , Hongbo Zhang , Wulong Liu

Integrating large language models (LLMs) in autonomous vehicles enables conversation with AI systems to drive the vehicle. However, it also emphasizes the requirement for such systems to comprehend commands accurately and achieve…

人工智能 · 计算机科学 2024-05-09 Can Cui , Zichong Yang , Yupeng Zhou , Yunsheng Ma , Juanwu Lu , Lingxi Li , Yaobin Chen , Jitesh Panchal , Ziran Wang

In this paper a mesoscopic hybrid model, i.e. a microscopic hybrid model that takes into account macroscopic parameters, is introduced for designing a human-inspired Adaptive Cruise Control. A control law is proposed with the design goal of…

系统与控制 · 计算机科学 2016-10-07 Alessio Iovine , Francesco Valentini , Elena De Santis , Maria Domenica Di Benedetto , Marco Pratesi

Vehicle pedestrian communication is extremely important when developing autonomy for an autonomous vehicle. Enabling bidirectional nonverbal communication between pedestrians and autonomous vehicles will lead to an improvement of…

人机交互 · 计算机科学 2022-11-29 Melanie Schmidt-Wolf , David Feil-Seifer

Connected Autonomous Vehicles (CAVs) are widely expected to improve traffic safety and efficiency by exploiting information from surrounding vehicles via V2V communication. A CAV typically adapts its speed based on information from the…

系统与控制 · 电气工程与系统科学 2023-04-05 Mohit Garg , Mélanie Bouroche

Automated driving applications require accurate vehicle specific models to precisely predict and control the motion dynamics. However, modern vehicles have a wide array of digital and mechatronic components that are difficult to model,…

系统与控制 · 电气工程与系统科学 2021-05-11 G. Rödönyi , G. I. Beintema , R. Tóth , M. Schoukens , D. Pup , Á. Kisari , Zs. Vígh , P. Kőrös , A. Soumelidis , J. Bokor

Shared autonomy refers to approaches for enabling an autonomous agent to collaborate with a human with the aim of improving human performance. However, besides improving performance, it may often also be beneficial that the agent…

This literature review focuses on three important aspects of an autonomous car system: tracking (assessing the identity of the actors such as cars, pedestrians or obstacles in a sequence of observations), prediction (predicting the future…

机器学习 · 计算机科学 2023-08-30 Florin Leon , Marius Gavrilescu

Conflicts between user preferences and automated system behavior already shape the experience of automated mobility. For example, a passenger may prefer assertive driving, yet the vehicle slows down early to follow a conservative policy or…

人机交互 · 计算机科学 2026-03-03 Pascal Jansen

The development of control techniques to maintain vehicle stability under possible loss-of-control scenarios is essential to the safe deployment of autonomous ground vehicles in public scenarios. In this paper, we propose a tube-based…

系统与控制 · 电气工程与系统科学 2020-12-15 Carlos M. Massera , Tiago C. dos Santos , Marco H. Terra , Denis F. Wolf

With the development of state-of-art deep reinforcement learning, we can efficiently tackle continuous control problems. But the deep reinforcement learning method for continuous control is based on historical data, which would make…

机器人学 · 计算机科学 2016-12-02 Xi Xiong , Jianqiang Wang , Fang Zhang , Keqiang Li

Autonomous vehicles are a growing technology that aims to enhance safety, accessibility, efficiency, and convenience through autonomous maneuvers ranging from lane change to overtaking. Overtaking is one of the most challenging maneuvers…

机器人学 · 计算机科学 2024-10-28 Ehsan Malayjerdi , Gokhan Alcan , Eshagh Kargar , Hatem Darweesh , Raivo Sell , Ville Kyrki

It is widely acknowledged that drivers should remain in the control loop of automated vehicles before they completely meet real-world operational conditions. This paper introduces an `indirect shared control' scheme for steer-by-wire…

机器人学 · 计算机科学 2025-04-08 Renjie Li , Yanan Li , Shengbo Eben Li , Etienne Burdet , Bo Cheng

Driving automation holds significant potential for enhancing traffic safety. However, effectively handling interactions with human drivers in mixed traffic remains a challenging task. Several models exist that attempt to capture human…

神经元与认知 · 定量生物学 2023-06-09 Samir H. A. Mohammad , Haneen Farah , Arkady Zgonnikov
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