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Tasks in outdoor open world environments are now ripe for automation with mobile manipulators. The dynamic, unstructured and unknown environments associated with such tasks -- a prime example would be collecting roadside trash -- makes them…

机器人学 · 计算机科学 2018-10-09 Brayan S. Zapata-Impata , Vikrant Shah , Hanumant Singh , Robert Platt

Achieving level-5 driving automation in autonomous vehicles necessitates a robust semantic visual perception system capable of parsing data from different sensors across diverse conditions. However, existing semantic perception datasets…

计算机视觉与模式识别 · 计算机科学 2025-01-28 Tim Brödermann , David Bruggemann , Christos Sakaridis , Kevin Ta , Odysseas Liagouris , Jason Corkill , Luc Van Gool

This study evaluates pilots' cognitive workload and situational awareness during remote small unmanned aircraft system operations in different wind conditions. To complement the urban air mobility concept that envisions safe, sustainable,…

人机交互 · 计算机科学 2023-09-12 Asma Tabassum , He Bai , Nicoletta Fala

Autonomous driving technologies face significant safety challenges while operating under rare, diverse, and visually degraded weather scenarios. These challenges become more critical in cooperative settings, where vehicles and…

机器人学 · 计算机科学 2025-07-08 Junwei You , Pei Li , Zhuoyu Jiang , Zilin Huang , Rui Gan , Haotian Shi , Bin Ran

End-to-end autonomous driving has emerged as a compelling alternative to traditional modular pipelines by directly mapping raw sensor data to driving actions. While recent approaches achieve strong performance on single-domain datasets,…

机器人学 · 计算机科学 2026-05-20 Hoonhee Cho , Giwon Lee , Jae-Young Kang , Hyemin Yang , Heejun Park , Kuk-Jin Yoon

Even though end-to-end supervised learning has shown promising results for sensorimotor control of self-driving cars, its performance is greatly affected by the weather conditions under which it was trained, showing poor generalization to…

机器学习 · 计算机科学 2018-10-02 Patrick Wenzel , Qadeer Khan , Daniel Cremers , Laura Leal-Taixé

Predictive uncertainty estimation is essential for safe deployment of Deep Neural Networks in real-world autonomous systems. However, disentangling the different types and sources of uncertainty is non trivial for most datasets, especially…

计算机视觉与模式识别 · 计算机科学 2022-10-10 Gianni Franchi , Xuanlong Yu , Andrei Bursuc , Angel Tena , Rémi Kazmierczak , Séverine Dubuisson , Emanuel Aldea , David Filliat

Solar-powered aircraft promise significantly increased flight endurance over conventional aircraft. While this makes them promising candidates for large-scale aerial inspection missions, their structural fragility necessitates that adverse…

机器人学 · 计算机科学 2017-11-29 Philipp Oettershagen , Julian Förster , Lukas Wirth , Jacques Ambühl , Roland Siegwart

The autonomous driving community has witnessed a rapid growth in approaches that embrace an end-to-end algorithm framework, utilizing raw sensor input to generate vehicle motion plans, instead of concentrating on individual tasks such as…

机器人学 · 计算机科学 2024-08-16 Li Chen , Penghao Wu , Kashyap Chitta , Bernhard Jaeger , Andreas Geiger , Hongyang Li

WeatherSeg, an advanced semi-supervised segmentation framework, addresses autonomous driving's environmental perception challenges in adverse weather while reducing annotation costs. This framework integrates a Dual Teacher-Student…

计算机视觉与模式识别 · 计算机科学 2026-04-29 Zhang Zhang , Yifeng Zeng , Houshi Jiang , Yinghui Pan

As cities strive to address urban mobility challenges, combining autonomous transportation technologies with intelligent infrastructure presents an opportunity to transform how people move within urban environments. Autonomous shuttles are…

Weather forecasting is essential for decision-making and is usually performed using numerical modeling. Numerical weather models, in turn, are complex tools that require specialized training and laborious setup and are challenging even for…

There is growing interest towards the use of AI directly onboard satellites for quick analysis and rapid response to critical events such as natural disasters. This paper presents a blueprint to the mission designer for the development of a…

图像与视频处理 · 电气工程与系统科学 2025-07-22 Gabriele Inzerillo , Diego Valsesia , Enrico Magli

Advances in perception for self-driving cars have accelerated in recent years due to the availability of large-scale datasets, typically collected at specific locations and under nice weather conditions. Yet, to achieve the high safety…

Safe road crossing by autonomous wheelchairs can be affected by several environmental factors such as adverse weather conditions influencing the accuracy of artificial vision. Previous studies have addressed experimental evaluation of…

机器人学 · 计算机科学 2024-06-28 Franca Corradini , Carlo Grigioni , Alessandro Antonucci , Jérôme Guzzi , Francesco Flammini

The advancement of autonomous drones, essential for sectors such as remote sensing and emergency services, is hindered by the absence of training datasets that fully capture the environmental challenges present in real-world scenarios,…

计算机视觉与模式识别 · 计算机科学 2024-07-10 Benedikt Kolbeinsson , Krystian Mikolajczyk

Challenged by urbanization and increasing travel needs, existing transportation systems need new mobility paradigms. In this article, we present the emerging concept of autonomous mobility-on-demand, whereby centrally orchestrated fleets of…

系统与控制 · 电气工程与系统科学 2021-11-22 Gioele Zardini , Nicolas Lanzetti , Marco Pavone , Emilio Frazzoli

In the field of autonomous driving, camera-based perception models are mostly trained on clear weather data. Models that focus on addressing specific weather challenges are unable to adapt to various weather changes and primarily prioritize…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Aiyinsi Zuo , Zhaoliang Zheng

The potential benefits of autonomous systems have been driving intensive development of such systems, and of supporting tools and methodologies. However, there are still major issues to be dealt with before such development becomes…

软件工程 · 计算机科学 2022-05-25 David Harel , Assaf Marron , Joseph Sifakis

Recently, numerous studies have investigated cooperative traffic systems using the communication among vehicle-to-everything (V2X). Unfortunately, when multiple autonomous vehicles are deployed while exposed to communication failure, there…

机器人学 · 计算机科学 2022-11-08 Daegyu Lee , Hyunki Seong , Seungil Han , Gyuree Kang , D. Hyunchul Shim , Yoonjin Yoon