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This paper argues for the introduction of a mainline rail-oriented performance metric for driver-replacing on-board perception systems. Perception at the head of a train is divided into several subfunctions. This article presents a…

机器人学 · 计算机科学 2024-05-31 Rustam Tagiew

Driverless train operation for open tracks on urban guided transport and mainline railways requires, among other things automatic detection of actual and potential obstacles, especially humans, in the danger zone of the train's path.…

计算机视觉与模式识别 · 计算机科学 2025-09-08 Rustam Tagiew , Ilkay Wunderlich , Mark Sastuba , Kilian Göller , Steffen Seitz

If artificial intelligence (AI) is to be applied in safety-critical domains, its performance needs to be evaluated reliably. The present study aimed to understand how humans evaluate AI systems for person detection in automatic train…

人机交互 · 计算机科学 2025-04-04 Romy Müller

To achieve a driverless train operation on mainline railways, actual and potential obstacles for the train's driveway must be detected automatically by appropriate sensor systems. Machine learning algorithms have proven to be powerful tools…

计算机视觉与模式识别 · 计算机科学 2024-03-21 Rustam Tagiew , Martin Köppel , Karsten Schwalbe , Patrick Denzler , Philipp Neumaier , Tobias Klockau , Martin Boekhoff , Pavel Klasek , Roman Tilly

When trains collide with obstacles, the consequences are often severe. To assess how artificial intelligence might contribute to avoiding collisions, we need to understand how train drivers do it. What aspects of a situation do they…

人机交互 · 计算机科学 2024-11-19 Romy Müller , Judith Schmidt

Two of the most important aspects of electric vehicles are their efficiency or achievable range. In order to achieve high efficiency and thus a long range, it is essential to avoid over-dimensioning the drive train. Therefore, the drive…

系统与控制 · 电气工程与系统科学 2020-03-27 Sören Hanke , Oliver Wallscheid , Joachim Böcker

The monitoring of the route and track environment plays an important role in automated driving. For example, it can be used as an assistance system for route monitoring in automation level Grade of Automation (GoA) 2, where the train driver…

计算机视觉与模式识别 · 计算机科学 2026-03-03 Niklas Freund , Zekiye Ilknur-Öz , Tobias Klockau , Patrick Naumann , Philipp Neumaier , Martin Köppel

In the realm of autonomous transportation, there have been many initiatives for open-sourcing self-driving cars datasets, but much less for alternative methods of transportation such as trains. In this paper, we aim to bridge the gap by…

计算机与社会 · 计算机科学 2020-02-14 Jeanine Harb , Nicolas Rébéna , Raphaël Chosidow , Grégoire Roblin , Roman Potarusov , Hatem Hajri

Remote driving of vehicles is gaining in importance in the transportation sector, especially when Automated Driving Systems (ADSs) reach the limits of their system boundaries. This study investigates the challenges faced by human Remote…

系统与控制 · 电气工程与系统科学 2025-10-21 Ole Hans , Jürgen Adamy

To enable fully automated driving of trains, numerous new technological components must be introduced into the railway system. Tasks that are nowadays carried out by the operating stuff, need to be taken over by automatic systems.…

信号处理 · 电气工程与系统科学 2026-02-23 Tobias Herrmann , Nikolay Chenkov , Florian Stark , Matthias Härter , Martin Köppel

Millions of human casualties resulting from train accidents globally are caused by the inefficient, manual track inspections. Government agencies are seriously concerned about the safe operations of the rail industry after series of…

计算机视觉与模式识别 · 计算机科学 2020-06-23 Kirthi Kumar , Anuraag Kaashyap

The increasing interest in autonomous driving systems has highlighted the need for an in-depth analysis of human driving behavior in diverse scenarios. Analyzing human data is crucial for developing autonomous systems that replicate safe…

Vehicle performance metrics analyze data sets consisting of subject vehicle's interactions with other road users in a nominal driving environment and provide certain performance measures as outputs. To the best of the authors' knowledge,…

机器人学 · 计算机科学 2023-06-27 Harnarayan Singh , Bowen Weng , Sughosh J. Rao , Devin Elsasser

Understanding human driving behavior is crucial to develop autonomous vehicles' algorithms. However, most low level automation, such as the one in advanced driving assistance systems (ADAS), is based on objective safety measures, which are…

机器人学 · 计算机科学 2022-11-03 Enrico Del Re , Cristina Olaverri-Monreal

Autonomous vehicles are more likely to be accepted if they drive accurately, comfortably, but also similar to how human drivers would. This is especially true when autonomous and human-driven vehicles need to share the same road. The main…

计算机视觉与模式识别 · 计算机科学 2019-03-27 Simon Hecker , Dengxin Dai , Luc Van Gool

Trajectory datasets of road users have become more important in the last years for safety validation of highly automated vehicles. Several naturalistic trajectory datasets with each more than 10.000 tracks were released and others will…

计算机视觉与模式识别 · 计算机科学 2022-04-12 Christoph Glasmacher , Robert Krajewski , Lutz Eckstein

Contemporary artificial intelligence systems are pivotal in enhancing human efficiency and safety across various domains. One such domain is autonomous systems, especially in automotive and defense use cases. Artificial intelligence brings…

人工智能 · 计算机科学 2024-07-23 Jason M. Pittman

Automated vehicles require a comprehensive understanding of traffic situations to ensure safe and anticipatory driving. In this context, the prediction of pedestrians is particularly challenging as pedestrian behavior can be influenced by…

Remote control of trains will be an intermediary step before reaching full automation. In trains, use cases for remote control have been studied only for the past few years. This research presents a project about remote control for the next…

人机交互 · 计算机科学 2024-12-06 Emelyne Michel , Richard Philippe , Quentin Berdal

The potential positive impact of autonomous driving and driver assistance technolo- gies have been a major impetus over the last decade. On the flip side, it has been a challenging problem to analyze the performance of human drivers or…

机器学习 · 计算机科学 2018-04-27 Dicong Qiu , Karthik Paga
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