A tutorial on multiple extended object tracking

K Granström, M Baum - Authorea Preprints, 2022 - techrxiv.org
This tutorial introduces state-of-the-art methods for tracking multiple spatially extended
objects based on unlabeled noisy point clouds, eg, from radar or lidar sensors. In the first …

Extended object tracking: Introduction, overview and applications

K Granstrom, M Baum, S Reuter - ar** using multi-model PHD filter and map fusion
H Kim, K Granström, L Gao, G Battistelli… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
5G millimeter wave (mmWave) signals can enable accurate positioning in vehicular
networks when the base station and vehicles are equipped with large antenna arrays …

Gamma Gaussian inverse Wishart probability hypothesis density for extended target tracking using X-band marine radar data

K Granström, A Natale, P Braca… - … on Geoscience and …, 2015 - ieeexplore.ieee.org
X-band marine radar systems represent a flexible and low-cost tool for the tracking of
multiple targets in a given region of interest. Although suffering several sources of …

Autonomous driving at Ulm University: A modular, robust, and sensor-independent fusion approach

F Kunz, D Nuss, J Wiest, H Deusch… - 2015 IEEE intelligent …, 2015 - ieeexplore.ieee.org
The project “Autonomous Driving” at Ulm University aims at advancing highly-automated
driving with close-to-market sensors while ensuring easy exchangeability of the particular …

Which framework is suitable for online 3d multi-object tracking for autonomous driving with automotive 4d imaging radar?

J Liu, G Ding, Y **a, J Sun, T Huang… - 2024 IEEE Intelligent …, 2024 - ieeexplore.ieee.org
Online 3D multi-object tracking (MOT) has recently received significant research interests
due to the expanding demand of 3D perception in advanced driver assistance systems …

Tracking multiple vehicles using a variational radar model

A Scheel, K Dietmayer - IEEE Transactions on Intelligent …, 2018 - ieeexplore.ieee.org
High-resolution radar sensors are able to resolve multiple detections per object and,
therefore, provide valuable information for vehicle environment perception. For instance …

Spatio-temporal Gaussian process models for extended and group object tracking with irregular shapes

W Aftab, R Hostettler, A De Freitas… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Extended object tracking has become an integral part of many autonomous systems during
the last two decades. For the first time, this paper presents a generic spatio-temporal …

Bayesian multiple extended target tracking using labeled random finite sets and splines

A Daniyan, S Lambotharan… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
In this paper, we propose a technique for the joint tracking and labeling of multiple extended
targets. To achieve multiple extended target tracking using this technique, models for the …

A Cartesian B-spline vehicle model for extended object tracking

H Kaulbersch, J Honer, M Baum - 2018 21st International …, 2018 - ieeexplore.ieee.org
In this paper a novel representation of the contour of an spatially extended object is
proposed, which is tailored to vehicles with an unknown size and orientation that are tracked …