activity
20162019
most citedFrom Perception to Decision: A Data-driven Approach to End-to-end Motion Planning for Autonomous Ground Robots

433 citations · 478 across the 7 of their papers we have counts for

collaborators

9 papers

cs.RO2019

AMZ Driverless: The Full Autonomous Racing System

Juraj Kabzan, Miguel de la Iglesia Valls, Victor Reijgwart +19

This paper presents the algorithms and system architecture of an autonomous racecar. The introduced vehicle is powered by a software stack designed for robustness, reliability, and…

cs.RO2018

OVPC Mesh: 3D Free-space Representation for Local Ground Vehicle Navigation

Fabio Ruetz, Emili Hernández, Mark Pfeiffer +4

This paper presents a novel approach for local 3D environment representation for autonomous unmanned ground vehicle (UGV) navigation called On Visible Point Clouds Mesh(OVPC Mesh).…

cs.RO2018★ 15 cited

Redundant Perception and State Estimation for Reliable Autonomous Racing

Nikhil Bharadwaj Gosala, Andreas Bühler, Manish Prajapat +9

In autonomous racing, vehicles operate close to the limits of handling and a sensor failure can have critical consequences. To limit the impact of such failures, this paper present…

cs.CV2018★ 5 cited

Dynamic Objects Segmentation for Visual Localization in Urban Environments

Guoxiang Zhou, Berta Bescos, Marcin Dymczyk +3

Visual localization and mapping is a crucial capability to address many challenges in mobile robotics. It constitutes a robust, accurate and cost-effective approach for local and g…

cs.RO2018★ 16 cited

Reinforced Imitation: Sample Efficient Deep Reinforcement Learning for Map-less Navigation by Leveraging Prior Demonstrations

Mark Pfeiffer, Samarth Shukla, Matteo Turchetta +4

This work presents a case study of a learning-based approach for target driven map-less navigation. The underlying navigation model is an end-to-end neural network which is trained…

cs.RO2017

Cone Detection using a Combination of LiDAR and Vision-based Machine Learning

Nico Messikommer, Simon Schaefer, Renaud Dubé +1

The classification and the position estimation of objects become more and more relevant as the field of robotics is expanding in diverse areas of society. In this Bachelor Thesis,…