Search Results for author: Markus Lienkamp

Found 14 papers, 7 papers with code

Evaluating Pedestrian Trajectory Prediction Methods with Respect to Autonomous Driving

no code implementations9 Aug 2023 Nico Uhlemann, Felix Fent, Markus Lienkamp

In this paper, we assess the state of the art in pedestrian trajectory prediction within the context of generating single trajectories, a critical aspect aligning with the requirements in autonomous systems.

Autonomous Driving Pedestrian Trajectory Prediction +1

Germany's nationwide travel experiment in 2022: public transport for 9 Euro per month -- First findings of an empirical study

no code implementations14 Jun 2023 Allister Loder, Fabienne Cantner, Lennart Adenaw, Nico Nachtigall, David Ziegler, Felix Gotzler, Markus B. Siewert, Stefan Wurster, Sebastian Goerg, Markus Lienkamp, Klaus Bogenberger

We observe this natural experiment with a three-wave survey and a smartphone-based travel diary with passive tracking on an initial sample of 2, 261 participants with a focus on the Munich metropolitan region.

RadarGNN: Transformation Invariant Graph Neural Network for Radar-based Perception

1 code implementation13 Apr 2023 Felix Fent, Philipp Bauerschmidt, Markus Lienkamp

However, the sparsity of radar point clouds and the poor data availability remain challenging for current perception methods.

object-detection Object Detection +1

A nation-wide experiment: fuel tax cuts and almost free public transport for three months in Germany -- Report 2 First wave results

no code implementations21 Jun 2022 Fabienne Cantner, Nico Nachtigall, Lisa S. Hamm, Andrea Cadavid, Lennart Adenaw, Allister Loder, Markus B. Siewert, Sebastian Goerg, Markus Lienkamp, Klaus Bogenberger

We observe this natural experiment with a three-wave survey and an app-based travel diary on a sample of hundreds of participants as well as an analysis of traffic counts.

A nation-wide experiment: fuel tax cuts and almost free public transport for three months in Germany -- Report 1 Study design, recruiting and participation

no code implementations1 Jun 2022 Allister Loder, Fabienne Cantner, Lennart Adenaw, Markus Siewert, Sebastian Goerg, Markus Lienkamp, Klaus Bogenberger

In spring 2022, the German federal government agreed on a set of measures that aim at reducing households' financial burden resulting from a recent price increase, especially in energy and mobility.

Radar Voxel Fusion for 3D Object Detection

1 code implementation26 Jun 2021 Felix Nobis, Ehsan Shafiei, Phillip Karle, Johannes Betz, Markus Lienkamp

This paper develops a low-level sensor fusion network for 3D object detection, which fuses lidar, camera, and radar data.

3D Object Detection Object +2

Multilayer Graph-Based Trajectory Planning for Race Vehicles in Dynamic Scenarios

1 code implementation18 May 2020 Tim Stahl, Alexander Wischnewski, Johannes Betz, Markus Lienkamp

Trajectory planning at high velocities and at the handling limits is a challenging task.

Robotics Systems and Control Systems and Control

Persistent Map Saving for Visual Localization for Autonomous Vehicles: An ORB-SLAM Extension

1 code implementation15 May 2020 Felix Nobis, Odysseas Papanikolaou, Johannes Betz, Markus Lienkamp

One fundamental building block of an autonomous vehicle is the ability to build a map of the environment and localize itself on such a map.

Autonomous Driving Simultaneous Localization and Mapping +1

Minimum Race-Time Planning-Strategy for an Autonomous Electric Racecar

1 code implementation14 May 2020 Thomas Herrmann, Francesco Passigato, Johannes Betz, Markus Lienkamp

Increasing attention to autonomous passenger vehicles has also attracted interest in an autonomous racing series.

Systems and Control Systems and Control

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