Looking beyond two frames: End-to-end multi-object tracking using spatial and temporal transformers

T Zhu, M Hiller, M Ehsanpour, R Ma… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Tracking a time-varying indefinite number of objects in a video sequence over time remains
a challenge despite recent advances in the field. Most existing approaches are not able to …

Improvements in pedestrian movement prediction by considering multiple intentions in a multi-hypotheses filter

F Particke, M Hiller, C Feist… - 2018 IEEE/ION Position …, 2018 - ieeexplore.ieee.org
Fully automated vehicles and mobile robots have to operate in a shared environment with
pedestrians in the future. To minimize the risk for pedestrians, it is very important to track …

A method for the treatment of pedestrian trajectory data noise

G Kouskoulis, C Antoniou, I Spyropoulou - Transportation Research …, 2019 - Elsevier
This paper provides an improved algorithm for eliminating noise of pedestrian trajectory
data. Data have been collected from the field through video recordings. A semi-automatic …

Neural network aided potential field approach for pedestrian prediction

F Particke, J Zhou, M Hiller, C Hofmann… - 2019 Sensor Data …, 2019 - ieeexplore.ieee.org
Autonomous driving is one of the key challenges in recent time. As pedestrians are the most
vulnerable traffic participants, collisions with pedestrians have to be avoided under all …

Entropy-based intention change detection with a multi-hypotheses filter

F Particke, C Hofmann, M Hiller, H Bey… - 2018 21st …, 2018 - ieeexplore.ieee.org
In the future, pedestrians and fully automated vehicles have to operate in an environment
they share. To minimize the risk for pedestrians, it is very important to predict precisely their …

[PDF][PDF] Predictive Pedestrian Awareness with Intention Uncertainties for Autonomous Driving

F Particke - 2020 - opus4.kobv.de
One of the biggest challenges in autonomous driving is situational awareness during
interaction with pedestrians where the situation as a whole has to be estimated looking …

[PDF][PDF] Data-driven pedestrian simulation/an alternative to theory-based pedestrian simulation?

G Kouskoulis - 2022 - dspace.lib.ntua.gr
The aim of the research is to examine whether data-driven pedestrian simulation models
can outperform the theoretical ones and provide a robust model framework for pedestrian …

[PDF][PDF] Identifikation relevanter Verkehrssituationen für die szenarienbasierte Entwicklung automatisierter Fahrfunktionen

CS Sippl - opus4.kobv.de
Automated driving will fundamentally change future mobility. The progressive digitalisation
forms the basis for technological innovation and automation of the driving task. Numerous …